Import Libraries & Set Up¶

In [1]:
import warnings
import logging
import pandas as pd 
import numpy as np 
import matplotlib.pyplot as plt 
import seaborn as sns
import bnlearn as bn
from pgmpy.global_vars import logger
from utils import * # Helper functions
In [2]:
warnings.filterwarnings('ignore')
logger.setLevel(logging.ERROR)
logging.getLogger('seaborn').setLevel(logging.ERROR)
logging.getLogger('matplotlib').setLevel(logging.ERROR)
logging.getLogger('pandas').setLevel(logging.ERROR)

palette = ['#800080', '#8A2BE2', '#FF69B4', '#DA70D6', '#9370DB', '#DDA0DD', '#BA55D3']
gradient_palette = sns.light_palette('#620080', as_cmap=True)
plt.rcParams['axes.prop_cycle'] = plt.cycler(color=palette)
sns.set_theme(style="whitegrid", palette=palette)

Dementia¶

Let's import the processed dataset.

In [3]:
dementia_df = pd.read_csv('data/dementia_data_processed.csv')

Discretising the Data¶

To prepare the data for a discrete BN, we must first discretise the data into bins.

In [4]:
dementia_df_5bins = discretise(dementia_df.copy(), nbins=5)
dementia_df_sturges = discretise(dementia_df.copy(), method='sturges')
dementia_df_freedman_diaconis = discretise(dementia_df.copy(), method='freedman-diaconis')

Then we can plot this discretised data to see the effects.

5 Bin Discretisation¶

In [5]:
dementia_df_5bins.head()
Out[5]:
Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
0 1 1 4 1 1 1 2 2 2 0 2 1
1 0 0 4 1 2 3 4 0 0 1 3 0
2 0 0 0 1 2 2 4 1 1 2 2 1
3 0 0 4 1 2 1 4 0 1 2 2 0
4 0 0 0 1 1 3 4 0 2 2 2 0
In [6]:
plot_bins_barcharts(dementia_df_5bins)
No description has been provided for this image

Sturges Formula Discretisation¶

In [7]:
dementia_df_sturges.head()
Out[7]:
Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
0 2 2 9 3 3 2 5 4 4 0 4 1
1 0 0 9 3 5 7 9 0 1 2 7 0
2 0 0 0 2 5 4 9 2 2 5 5 1
3 0 0 9 2 4 2 9 0 3 5 4 0
4 0 0 0 3 3 7 9 0 4 4 4 0
In [8]:
plot_bins_barcharts(dementia_df_sturges)
No description has been provided for this image

Freedman Diaconis Rule Discretisation¶

In [9]:
dementia_df_freedman_diaconis.head()
Out[9]:
Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
0 3 3 3 5 5 3 13 7 6 0 6 1
1 0 0 3 5 8 11 24 0 2 3 10 0
2 0 0 0 4 9 7 23 3 4 7 8 1
3 0 0 3 4 7 3 23 0 6 8 6 0
4 0 0 0 5 5 11 23 0 7 6 6 0
In [10]:
plot_bins_barcharts(dementia_df_freedman_diaconis)
No description has been provided for this image

Comparing Discretisation Methods¶

Visually we can see that the Freedman-Diaconis Rule seemingly performs well compared to the other methods, without much extra computation needed. We can verify this by checking the Mean Squared Error (MSE) in comparison to the original, continuous data.

In [11]:
from sklearn.metrics import mean_squared_error
In [12]:
mse_5bins = mean_squared_error(dementia_df, dementia_df_5bins)
mse_sturges = mean_squared_error(dementia_df, dementia_df_sturges)
mse_freedman_diaconis = mean_squared_error(dementia_df, dementia_df_freedman_diaconis)
In [13]:
mse_values = [mse_5bins, mse_sturges, mse_freedman_diaconis]

Now we can visualise the MSE scores of each method (the lower the better).

In [14]:
plt.bar(['5 Bins', 'Sturges', 'Freedman Diaconis'], mse_values)
plt.title('MSE for Different Discretisation Methods')
plt.ylabel('Mean Squared Error')
plt.yscale('log')
plt.show()
No description has been provided for this image

As observed, the Freedman-Diaconis method yields the best performance among the four discretisation methods. However, the significantly high MSE score suggests that discretising the data may not be the most effective approach for this dataset. This indicates that using discrete Bayesian Networks (BNs) could be introducing substantial information loss.

In [15]:
dementia_df = dementia_df_freedman_diaconis.copy()
dementia_df.describe().T
Out[15]:
count unique top freq
Visit 408 8 0 168
MR Delay 408 12 0 170
M/F 408 4 3 222
Age 408 15 5 66
EDUC 408 14 5 116
SES 408 13 3 105
MMSE 408 18 24 199
CDR 408 9 0 202
eTIV 408 16 6 82
nWBV 408 14 6 66
ASF 408 15 6 85
Group 408 2 0 204

Learning Structure & Parameters with Cross-Validation¶

Now we will explore the process of structure learning and parameter learning for Bayesian Networks (BNs) using the provided dataset. We will evaluate multiple structure learning methods, perform parameter learning, and assess the results using cross-validation.

Our goals are:

  1. To understand the structure of the data using various structure learning algorithms.
  2. To learn the parameters of the best structure.
  3. To evaluate the performance of each method through cross-validation.

The methods we will use:

  1. Tree-Augmented Naive Bayes (TAN)
  2. Hill Climbing (HC) with BDeu scoring
  3. PC Algorithm

We will then evaluate each method's performance and compare the results.

Cross-Validation¶

In utils we have defined a function for cross validation, and we can run for each different type of model we want to test to see which one gets the best results.

In [16]:
evaluation = {}

Tree-Augmented Naive Bayes¶

In [17]:
structure_kwargs_tan = {'methodtype': 'tan', 'class_node': 'Group'}
Bayes¶
In [18]:
evaluation_tan_bayes = discrete_cross_validation(dementia_df, 'Group', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'bayes'})

Fold 1/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]

Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]
Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+---------------------+----------------------+
| Group    | Group(0)            | Group(1)             |
+----------+---------------------+----------------------+
| eTIV(0)  | 0.04955290611028316 | 0.052290076335877865 |
+----------+---------------------+----------------------+
| eTIV(1)  | 0.05402384500745157 | 0.05381679389312977  |
+----------+---------------------+----------------------+
| eTIV(2)  | 0.05551415797317437 | 0.0583969465648855   |
+----------+---------------------+----------------------+
| eTIV(3)  | 0.06594634873323398 | 0.07213740458015268  |
+----------+---------------------+----------------------+
| eTIV(4)  | 0.0912816691505216  | 0.06603053435114503  |
+----------+---------------------+----------------------+
| eTIV(5)  | 0.073397913561848   | 0.07824427480916031  |
+----------+---------------------+----------------------+
| eTIV(6)  | 0.0823397913561848  | 0.1133587786259542   |
+----------+---------------------+----------------------+
| eTIV(7)  | 0.0793591654247392  | 0.06603053435114503  |
+----------+---------------------+----------------------+
| eTIV(8)  | 0.05551415797317437 | 0.061450381679389314 |
+----------+---------------------+----------------------+
| eTIV(9)  | 0.06743666169895678 | 0.05076335877862596  |
+----------+---------------------+----------------------+
| eTIV(10) | 0.05998509687034277 | 0.07213740458015268  |
+----------+---------------------+----------------------+
| eTIV(11) | 0.05402384500745157 | 0.05381679389312977  |
+----------+---------------------+----------------------+
| eTIV(12) | 0.06445603576751117 | 0.05076335877862596  |
+----------+---------------------+----------------------+
| eTIV(13) | 0.04955290611028316 | 0.05076335877862596  |
+----------+---------------------+----------------------+
| eTIV(14) | 0.04806259314456036 | 0.05076335877862596  |
+----------+---------------------+----------------------+
| eTIV(15) | 0.04955290611028316 | 0.04923664122137405  |
+----------+---------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| eTIV    | eTIV(0)             | ... | eTIV(15)            |
+---------+---------------------+-----+---------------------+
| ASF(0)  | 0.06265664160401005 | ... | 0.09560723514211888 |
+---------+---------------------+-----+---------------------+
| ASF(1)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(2)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(3)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(4)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(5)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(6)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(7)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(8)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(9)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(13) | 0.09273182957393486 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(14) | 0.09273182957393486 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of EDUC:
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)            |
+----------+---------------------+-----+---------------------+
| EDUC(0)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(1)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(2)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(4)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(5)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(6)  | 0.09720730397422127 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(7)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(8)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(9)  | 0.09720730397422127 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(10) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(11) | 0.06713211600429646 | ... | 0.10022148394241417 |
+----------+---------------------+-----+---------------------+
| EDUC(12) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(13) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(15) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+---------------------+-----+----------------------+
| Group    | Group(0)            | ... | Group(1)             |
+----------+---------------------+-----+----------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)             |
+----------+---------------------+-----+----------------------+
| MMSE(0)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(2)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(6)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(10) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(11) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(12) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(13) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(14) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(15) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(16) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(17) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(18) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(19) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(20) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(21) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(22) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(23) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(24) | 0.11236424394319132 | ... | 0.08484065460809646  |
+----------+---------------------+-----+----------------------+
[bnlearn] >CPD of nWBV:
+----------+---------------------+-----+---------------------+
| ASF      | ASF(0)              | ... | ASF(14)             |
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| nWBV(0)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(1)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(2)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(3)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(4)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(5)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(6)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(7)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(8)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(9)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(10) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(11) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(12) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(13) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of M/F:
+--------+---------------------+-----+---------------------+----------+
| ASF    | ASF(0)              | ... | ASF(14)             | ASF(14)  |
+--------+---------------------+-----+---------------------+----------+
| Group  | Group(0)            | ... | Group(0)            | Group(1) |
+--------+---------------------+-----+---------------------+----------+
| M/F(0) | 0.3119266055045872  | ... | 0.24271844660194175 | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(1) | 0.22935779816513763 | ... | 0.24271844660194175 | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(2) | 0.22935779816513763 | ... | 0.24271844660194175 | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(3) | 0.22935779816513763 | ... | 0.27184466019417475 | 0.25     |
+--------+---------------------+-----+---------------------+----------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15)            |
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of CDR:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| MMSE    | MMSE(0)             | ... | MMSE(24)            |
+---------+---------------------+-----+---------------------+
| CDR(0)  | 0.14285714285714285 | ... | 0.07971938775510204 |
+---------+---------------------+-----+---------------------+
| CDR(3)  | 0.14285714285714285 | ... | 0.501594387755102   |
+---------+---------------------+-----+---------------------+
| CDR(4)  | 0.14285714285714285 | ... | 0.07971938775510204 |
+---------+---------------------+-----+---------------------+
| CDR(6)  | 0.14285714285714285 | ... | 0.07971938775510204 |
+---------+---------------------+-----+---------------------+
| CDR(7)  | 0.14285714285714285 | ... | 0.09980867346938775 |
+---------+---------------------+-----+---------------------+
| CDR(11) | 0.14285714285714285 | ... | 0.07971938775510204 |
+---------+---------------------+-----+---------------------+
| CDR(14) | 0.14285714285714285 | ... | 0.07971938775510204 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.09208819714656293 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+
| Age          | ... | Age(14)             |
+--------------+-----+---------------------+
| Group        | ... | Group(1)            |
+--------------+-----+---------------------+
| MR Delay(0)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(1)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(2)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(3)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(4)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(5)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(6)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(7)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(8)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(9)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(10) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(11) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Visit:
+-----------+---------------------+-----+---------------------+
| Group     | Group(0)            | ... | Group(1)            |
+-----------+---------------------+-----+---------------------+
| MR Delay  | MR Delay(0)         | ... | MR Delay(11)        |
+-----------+---------------------+-----+---------------------+
| Visit(0)  | 0.6879805746661272  | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(3)  | 0.05908539053014975 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(4)  | 0.05058680696074465 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(6)  | 0.05058680696074465 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(7)  | 0.05058680696074465 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(9)  | 0.05058680696074465 | ... | 0.15921483097055614 |
+-----------+---------------------+-----+---------------------+
| Visit(12) | 0.05058680696074465 | ... | 0.15921483097055614 |
+-----------+---------------------+-----+---------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.506033 |
+----------+----------+
| Group(1) | 0.493967 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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Error for row 8 in fold 1: KeyError - 10
Row causing error:    Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
8     10        10    0   10     8    4    23    3     8     3    4      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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Error for row 18 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
18      3         2    0    4     8    5    18    5     8     4    5      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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Error for row 41 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
41      3         2    1    5     6    8    16    5     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 531.33it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 535.12it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 491.42it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 532.68it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 443.79it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 443.33it/s]

[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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Error for row 52 in fold 1: KeyError - 8
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
52      3         3    0    9     6    9    15    8     6     1    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 459.45it/s]
[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

  0%|          | 0/1 [00:00<?, ?it/s]

Error for row 56 in fold 1: KeyError - 10
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
56     10        11    0   11     6    9    21    3     7     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 433.88it/s]

[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 516.29it/s]

[bnlearn]> Remaining columns for inference: 11

  0%|          | 0/1 [00:00<?, ?it/s]

Error for row 61 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
61      0         0    0    7     6    7    20    5     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 615.18it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 573.62it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 538.28it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 538.15it/s]

Fold 2/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]

Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]
Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.05037878787878788  | 0.049924924924924924 |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.053409090909090906 | 0.05442942942942943  |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.054924242424242424 | 0.057432432432432436 |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.06401515151515151  | 0.06644144144144144  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.09128787878787879  | 0.07094594594594594  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.06553030303030304  | 0.07695195195195195  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.08825757575757576  | 0.11148648648648649  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.07613636363636364  | 0.06794294294294294  |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.05643939393939394  | 0.06794294294294294  |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.06856060606060606  | 0.05442942942942943  |
+----------+----------------------+----------------------+
| eTIV(10) | 0.05795454545454545  | 0.06944444444444445  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.05643939393939394  | 0.05292792792792793  |
+----------+----------------------+----------------------+
| eTIV(12) | 0.06704545454545455  | 0.049924924924924924 |
+----------+----------------------+----------------------+
| eTIV(13) | 0.051893939393939395 | 0.049924924924924924 |
+----------+----------------------+----------------------+
| eTIV(14) | 0.04734848484848485  | 0.051426426426426426 |
+----------+----------------------+----------------------+
| eTIV(15) | 0.05037878787878788  | 0.04842342342342342  |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| eTIV    | eTIV(0)             | ... | eTIV(15)            |
+---------+---------------------+-----+---------------------+
| ASF(0)  | 0.06265664160401005 | ... | 0.09560723514211888 |
+---------+---------------------+-----+---------------------+
| ASF(1)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(2)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(3)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(4)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(5)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(6)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(7)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(8)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(9)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(13) | 0.09273182957393486 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(14) | 0.09273182957393486 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of EDUC:
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)            |
+----------+---------------------+-----+---------------------+
| EDUC(0)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(1)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(4)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(5)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(6)  | 0.10237131289762869 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(7)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(8)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(9)  | 0.10237131289762869 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(10) | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(11) | 0.07229612492770388 | ... | 0.10554561717352415 |
+----------+---------------------+-----+---------------------+
| EDUC(12) | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(13) | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(15) | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+---------------------+-----+----------------------+
| Group    | Group(0)            | ... | Group(1)             |
+----------+---------------------+-----+----------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)             |
+----------+---------------------+-----+----------------------+
| MMSE(0)  | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(2)  | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(10) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(11) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(12) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(13) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(14) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(15) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(16) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(17) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(18) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(19) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(20) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(21) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(22) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(23) | 0.08536045997346305 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(24) | 0.08536045997346305 | ... | 0.08800729594163244  |
+----------+---------------------+-----+----------------------+
[bnlearn] >CPD of M/F:
+--------+--------------------+-----+---------------------+
| Group  | Group(0)           | ... | Group(1)            |
+--------+--------------------+-----+---------------------+
| eTIV   | eTIV(0)            | ... | eTIV(15)            |
+--------+--------------------+-----+---------------------+
| M/F(0) | 0.2349624060150376 | ... | 0.27325581395348836 |
+--------+--------------------+-----+---------------------+
| M/F(1) | 0.2349624060150376 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(2) | 0.2349624060150376 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(3) | 0.2951127819548872 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
[bnlearn] >CPD of nWBV:
+----------+---------------------+-----+---------------------+
| ASF      | ASF(0)              | ... | ASF(14)             |
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| nWBV(0)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(1)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(2)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(3)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(4)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(5)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(6)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(7)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(8)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(9)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15)            |
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| SES(0)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(1)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(2)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(3)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(4)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(5)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(6)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(7)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(8)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(9)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(11) | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(14) | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of CDR:
+---------+---------------------+-----+----------------------+
| Group   | Group(0)            | ... | Group(1)             |
+---------+---------------------+-----+----------------------+
| MMSE    | MMSE(0)             | ... | MMSE(24)             |
+---------+---------------------+-----+----------------------+
| CDR(0)  | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(3)  | 0.11111111111111113 | ... | 0.5097905282331511   |
+---------+---------------------+-----+----------------------+
| CDR(4)  | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(5)  | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(6)  | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(7)  | 0.11111111111111113 | ... | 0.09175774134790525  |
+---------+---------------------+-----+----------------------+
| CDR(8)  | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(11) | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(14) | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.09208819714656293 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+
| Age          | ... | Age(14)             |
+--------------+-----+---------------------+
| Group        | ... | Group(1)            |
+--------------+-----+---------------------+
| MR Delay(0)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(1)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(2)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(3)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(4)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(5)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(6)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(7)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(8)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(9)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(10) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(11) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Visit:
+-----------+---------------------+-----+---------------------+
| Group     | Group(0)            | ... | Group(1)            |
+-----------+---------------------+-----+---------------------+
| MR Delay  | MR Delay(0)         | ... | MR Delay(11)        |
+-----------+---------------------+-----+---------------------+
| Visit(0)  | 0.652089783281734   | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(3)  | 0.05766253869969042 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(4)  | 0.04837461300309599 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(6)  | 0.04837461300309599 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(7)  | 0.04837461300309599 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(9)  | 0.04837461300309599 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
| Visit(10) | 0.04837461300309599 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
| Visit(12) | 0.04837461300309599 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.497738 |
+----------+----------+
| Group(1) | 0.502262 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 11

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Error for row 95 in fold 2: KeyError - 6
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
95      9         5    0    4    10    0     6    6    11     3    2      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

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Error for row 150 in fold 2: KeyError - 2
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
150      0         0    3    5     2   13    20    3     0     7   13      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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Fold 3/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]

Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]
Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.05127245508982036  | 0.05357142857142857  |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.05726047904191617  | 0.05357142857142857  |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.05726047904191617  | 0.05965045592705167  |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.06773952095808383  | 0.06724924012158055  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.09169161676646706  | 0.06724924012158055  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.07223053892215568  | 0.07484802431610943  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.0782185628742515   | 0.11436170212765957  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.0782185628742515   | 0.0702887537993921   |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.05875748502994012  | 0.06572948328267478  |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.06474550898203593  | 0.05357142857142857  |
+----------+----------------------+----------------------+
| eTIV(10) | 0.05726047904191617  | 0.06724924012158055  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.05127245508982036  | 0.05357142857142857  |
+----------+----------------------+----------------------+
| eTIV(12) | 0.06773952095808383  | 0.05053191489361702  |
+----------+----------------------+----------------------+
| eTIV(13) | 0.049775449101796404 | 0.04901215805471125  |
+----------+----------------------+----------------------+
| eTIV(14) | 0.048278443113772454 | 0.05205167173252279  |
+----------+----------------------+----------------------+
| eTIV(15) | 0.048278443113772454 | 0.047492401215805474 |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+---------------------+-----+--------------------+
| Group   | Group(0)            | ... | Group(1)           |
+---------+---------------------+-----+--------------------+
| eTIV    | eTIV(0)             | ... | eTIV(15)           |
+---------+---------------------+-----+--------------------+
| ASF(0)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(1)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(2)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(3)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(4)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(5)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(6)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(7)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(8)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(9)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(10) | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(11) | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(12) | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(13) | 0.09002433090024334 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(14) | 0.11922141119221416 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
[bnlearn] >CPD of EDUC:
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)            |
+----------+---------------------+-----+---------------------+
| EDUC(0)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(1)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(2)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(4)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(5)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(6)  | 0.09436913451511991 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(7)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(8)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(9)  | 0.12356621480709074 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(10) | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(11) | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(12) | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(13) | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(15) | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+---------------------+-----+----------------------+
| Group    | Group(0)            | ... | Group(1)             |
+----------+---------------------+-----+----------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)             |
+----------+---------------------+-----+----------------------+
| MMSE(0)  | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(2)  | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(6)  | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(10) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(11) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(12) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(13) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(14) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(15) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(16) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(17) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(18) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(19) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(20) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(21) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(22) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(23) | 0.07988645579886455 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(24) | 0.10908353609083536 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
[bnlearn] >CPD of nWBV:
+----------+---------------------+-----+---------------------+
| ASF      | ASF(0)              | ... | ASF(14)             |
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| nWBV(0)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(1)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(2)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(3)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(4)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(5)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(6)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(7)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(8)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(9)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of M/F:
+--------+---------------------+-----+---------------------+----------+
| ASF    | ASF(0)              | ... | ASF(14)             | ASF(14)  |
+--------+---------------------+-----+---------------------+----------+
| Group  | Group(0)            | ... | Group(0)            | Group(1) |
+--------+---------------------+-----+---------------------+----------+
| M/F(0) | 0.29245283018867924 | ... | 0.2358490566037736  | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(1) | 0.2358490566037736  | ... | 0.2358490566037736  | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(2) | 0.2358490566037736  | ... | 0.2358490566037736  | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(3) | 0.2358490566037736  | ... | 0.29245283018867924 | 0.25     |
+--------+---------------------+-----+---------------------+----------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15)            |
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of CDR:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| MMSE    | MMSE(0)             | ... | MMSE(24)            |
+---------+---------------------+-----+---------------------+
| CDR(0)  | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
| CDR(3)  | 0.12500000000000003 | ... | 0.5205263157894737  |
+---------+---------------------+-----+---------------------+
| CDR(5)  | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
| CDR(6)  | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
| CDR(7)  | 0.12500000000000003 | ... | 0.08473684210526317 |
+---------+---------------------+-----+---------------------+
| CDR(8)  | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
| CDR(11) | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
| CDR(14) | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+
| Age          | ... | Age(14)             |
+--------------+-----+---------------------+
| Group        | ... | Group(1)            |
+--------------+-----+---------------------+
| MR Delay(0)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(1)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(2)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(3)  | ... | 0.11003236245954691 |
+--------------+-----+---------------------+
| MR Delay(4)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(5)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(6)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(7)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(8)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(9)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(10) | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(11) | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Visit:
+-----------+---------------------+-----+---------------------+
| Group     | Group(0)            | ... | Group(1)            |
+-----------+---------------------+-----+---------------------+
| MR Delay  | MR Delay(0)         | ... | MR Delay(11)        |
+-----------+---------------------+-----+---------------------+
| Visit(0)  | 0.6645522388059704  | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(3)  | 0.05559701492537315 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(4)  | 0.04664179104477613 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(6)  | 0.04664179104477613 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(7)  | 0.04664179104477613 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(9)  | 0.04664179104477613 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
| Visit(10) | 0.04664179104477613 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
| Visit(12) | 0.04664179104477613 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.503771 |
+----------+----------+
| Group(1) | 0.496229 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 189 in fold 3: KeyError - 4
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
189      3         3    3    7     5    7    17    4     6     6    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 4/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]

Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]
Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.05015082956259427  | 0.05308734939759036  |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.057692307692307696 | 0.05158132530120482  |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.059200603318250375 | 0.05760542168674699  |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.06825037707390648  | 0.06814759036144578  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.08484162895927602  | 0.07417168674698796  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.07277526395173455  | 0.07868975903614457  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.08333333333333333  | 0.10278614457831325  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.07126696832579185  | 0.07115963855421686  |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.059200603318250375 | 0.06814759036144578  |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.06372549019607843  | 0.0545933734939759   |
+----------+----------------------+----------------------+
| eTIV(10) | 0.057692307692307696 | 0.0651355421686747   |
+----------+----------------------+----------------------+
| eTIV(11) | 0.05618401206636501  | 0.05308734939759036  |
+----------+----------------------+----------------------+
| eTIV(12) | 0.0667420814479638   | 0.05158132530120482  |
+----------+----------------------+----------------------+
| eTIV(13) | 0.05015082956259427  | 0.048569277108433735 |
+----------+----------------------+----------------------+
| eTIV(14) | 0.048642533936651584 | 0.05308734939759036  |
+----------+----------------------+----------------------+
| eTIV(15) | 0.05015082956259427  | 0.048569277108433735 |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| eTIV    | eTIV(0)             | ... | eTIV(15)            |
+---------+---------------------+-----+---------------------+
| ASF(0)  | 0.06265664160401005 | ... | 0.09560723514211888 |
+---------+---------------------+-----+---------------------+
| ASF(1)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(2)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(3)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(4)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(5)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(6)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(7)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(8)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(9)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(13) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(14) | 0.1228070175438597  | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of EDUC:
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)            |
+----------+---------------------+-----+---------------------+
| EDUC(0)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(1)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(2)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(4)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(5)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(6)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(7)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(8)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(9)  | 0.1272824919441461  | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(10) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(11) | 0.06713211600429646 | ... | 0.10022148394241417 |
+----------+---------------------+-----+---------------------+
| EDUC(12) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(13) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(15) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+---------------------+-----+----------------------+
| Group    | Group(0)            | ... | Group(1)             |
+----------+---------------------+-----+----------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)             |
+----------+---------------------+-----+----------------------+
| MMSE(0)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(2)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(6)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(10) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(11) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(12) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(13) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(14) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(15) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(16) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(17) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(18) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(19) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(20) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(21) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(22) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(23) | 0.0822890559732665  | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(24) | 0.0822890559732665  | ... | 0.08484065460809646  |
+----------+---------------------+-----+----------------------+
[bnlearn] >CPD of M/F:
+--------+--------------------+-----+---------------------+
| Group  | Group(0)           | ... | Group(1)            |
+--------+--------------------+-----+---------------------+
| eTIV   | eTIV(0)            | ... | eTIV(15)            |
+--------+--------------------+-----+---------------------+
| M/F(0) | 0.2349624060150376 | ... | 0.27325581395348836 |
+--------+--------------------+-----+---------------------+
| M/F(1) | 0.2349624060150376 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(2) | 0.2349624060150376 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(3) | 0.2951127819548872 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
[bnlearn] >CPD of nWBV:
+----------+---------------------+-----+---------------------+
| ASF      | ASF(0)              | ... | ASF(14)             |
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| nWBV(0)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(1)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(2)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(3)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(4)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(5)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(6)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(7)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(8)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(9)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(10) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(11) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(12) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(13) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15)            |
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of CDR:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| MMSE    | MMSE(0)             | ... | MMSE(24)            |
+---------+---------------------+-----+---------------------+
| CDR(0)  | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(3)  | 0.11111111111111109 | ... | 0.4743496231461221  |
+---------+---------------------+-----+---------------------+
| CDR(4)  | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(5)  | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(6)  | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(7)  | 0.11111111111111109 | ... | 0.10017019207391199 |
+---------+---------------------+-----+---------------------+
| CDR(8)  | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(11) | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(14) | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.09208819714656293 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+
| Age          | ... | Age(14)             |
+--------------+-----+---------------------+
| Group        | ... | Group(1)            |
+--------------+-----+---------------------+
| MR Delay(0)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(1)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(2)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(3)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(4)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(5)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(6)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(7)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(8)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(9)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(10) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(11) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Visit:
+-----------+---------------------+-----+---------------------+
| Group     | Group(0)            | ... | Group(1)            |
+-----------+---------------------+-----+---------------------+
| MR Delay  | MR Delay(0)         | ... | MR Delay(11)        |
+-----------+---------------------+-----+---------------------+
| Visit(0)  | 0.6621384750219107  | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(3)  | 0.06397896581945663 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(4)  | 0.05477651183172657 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(6)  | 0.05477651183172657 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(9)  | 0.05477651183172657 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(10) | 0.05477651183172657 | ... | 0.15921483097055614 |
+-----------+---------------------+-----+---------------------+
| Visit(12) | 0.05477651183172657 | ... | 0.15921483097055614 |
+-----------+---------------------+-----+---------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.499623 |
+----------+----------+
| Group(1) | 0.500377 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 266 in fold 4: KeyError - 7
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
266      7         9    1   11     6    7    21    3     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 5/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]

Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]
Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.052370030581039756 | 0.05089153046062407  |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.05542813455657492  | 0.05237741456166419  |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.05695718654434251  | 0.056835066864784546 |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.06613149847094801  | 0.07020802377414562  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.08753822629969418  | 0.07169390787518573  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.07224770642201835  | 0.07763744427934621  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.07836391437308869  | 0.11329866270430906  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.08142201834862385  | 0.0687221396731055   |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.060015290519877675 | 0.0687221396731055   |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.06154434250764526  | 0.05237741456166419  |
+----------+----------------------+----------------------+
| eTIV(10) | 0.06307339449541284  | 0.06426448736998513  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.05389908256880734  | 0.05237741456166419  |
+----------+----------------------+----------------------+
| eTIV(12) | 0.060015290519877675 | 0.05089153046062407  |
+----------+----------------------+----------------------+
| eTIV(13) | 0.052370030581039756 | 0.04940564635958395  |
+----------+----------------------+----------------------+
| eTIV(14) | 0.04931192660550459  | 0.05237741456166419  |
+----------+----------------------+----------------------+
| eTIV(15) | 0.04931192660550459  | 0.04791976225854384  |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| eTIV    | eTIV(0)             | ... | eTIV(15)            |
+---------+---------------------+-----+---------------------+
| ASF(0)  | 0.06082725060827252 | ... | 0.09560723514211888 |
+---------+---------------------+-----+---------------------+
| ASF(1)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(2)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(3)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(4)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(5)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(6)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(7)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(8)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(9)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(10) | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(11) | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(12) | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(13) | 0.09002433090024334 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(14) | 0.11922141119221416 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of EDUC:
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)            |
+----------+---------------------+-----+---------------------+
| EDUC(0)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(1)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(2)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(4)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(5)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(6)  | 0.09938236945536215 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(7)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(8)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(9)  | 0.12857944974733293 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(10) | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(11) | 0.07018528916339135 | ... | 0.10554561717352415 |
+----------+---------------------+-----+---------------------+
| EDUC(13) | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(15) | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+----------------------+-----+----------------------+
| Group    | Group(0)             | ... | Group(1)             |
+----------+----------------------+-----+----------------------+
| eTIV     | eTIV(0)              | ... | eTIV(15)             |
+----------+----------------------+-----+----------------------+
| MMSE(6)  | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(10) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(11) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(12) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(13) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(14) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(15) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(16) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(17) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(18) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(19) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(20) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(21) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(22) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(23) | 0.08622262773722628  | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(24) | 0.11541970802919709  | ... | 0.09156976744186046  |
+----------+----------------------+-----+----------------------+
[bnlearn] >CPD of M/F:
+--------+--------------------+-----+---------------------+
| Group  | Group(0)           | ... | Group(1)            |
+--------+--------------------+-----+---------------------+
| eTIV   | eTIV(0)            | ... | eTIV(15)            |
+--------+--------------------+-----+---------------------+
| M/F(0) | 0.2281021897810219 | ... | 0.27325581395348836 |
+--------+--------------------+-----+---------------------+
| M/F(1) | 0.2281021897810219 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(2) | 0.2281021897810219 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(3) | 0.3156934306569343 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
[bnlearn] >CPD of nWBV:
+----------+---------------------+-----+---------------------+
| ASF      | ASF(0)              | ... | ASF(14)             |
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| nWBV(0)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(1)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(2)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(3)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(4)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(5)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(6)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(7)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(8)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(9)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15)            |
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| SES(0)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(1)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(2)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(3)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(4)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(5)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(6)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(7)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(8)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(9)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(11) | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(13) | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(14) | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of CDR:
+---------+----------+----------+-----+---------------------+
| Group   | Group(0) | Group(0) | ... | Group(1)            |
+---------+----------+----------+-----+---------------------+
| MMSE    | MMSE(6)  | MMSE(10) | ... | MMSE(24)            |
+---------+----------+----------+-----+---------------------+
| CDR(0)  | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
| CDR(3)  | 0.125    | 0.125    | ... | 0.4874454148471616  |
+---------+----------+----------+-----+---------------------+
| CDR(4)  | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
| CDR(5)  | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
| CDR(6)  | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
| CDR(7)  | 0.125    | 0.125    | ... | 0.10316593886462883 |
+---------+----------+----------+-----+---------------------+
| CDR(8)  | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
| CDR(14) | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.09208819714656293 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+
| Age          | ... | Age(14)             |
+--------------+-----+---------------------+
| Group        | ... | Group(1)            |
+--------------+-----+---------------------+
| MR Delay(0)  | ... | 0.11003236245954691 |
+--------------+-----+---------------------+
| MR Delay(1)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(2)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(3)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(4)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(5)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(6)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(7)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(8)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(9)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(10) | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(11) | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Visit:
+-----------+---------------------+-----+---------------------+
| Group     | Group(0)            | ... | Group(1)            |
+-----------+---------------------+-----+---------------------+
| MR Delay  | MR Delay(0)         | ... | MR Delay(11)        |
+-----------+---------------------+-----+---------------------+
| Visit(0)  | 0.6705572289156628  | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
| Visit(3)  | 0.04706325301204821 | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
| Visit(4)  | 0.04706325301204821 | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
| Visit(6)  | 0.04706325301204821 | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
| Visit(7)  | 0.04706325301204821 | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
| Visit(9)  | 0.04706325301204821 | ... | 0.14217557251908394 |
+-----------+---------------------+-----+---------------------+
| Visit(10) | 0.04706325301204821 | ... | 0.14217557251908394 |
+-----------+---------------------+-----+---------------------+
| Visit(12) | 0.04706325301204821 | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.492841 |
+----------+----------+
| Group(1) | 0.507159 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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Error for row 331 in fold 5: KeyError - 0
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
331     12         5    0    3     9    0     0    7    10     2    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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Error for row 379 in fold 5: KeyError - 2
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
379      9         4    0    3     9    0     2    7    10     2    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

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Error for row 390 in fold 5: KeyError - 12
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
390      3         2    0    7    12    0    21   11    10     7    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

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In [19]:
evaluation['Tree-Augmented Naive Bayes (Bayes)'] = evaluation_tan_bayes
Maximum Likelihood¶
In [20]:
evaluation_tan_ml = discrete_cross_validation(dementia_df, 'Group', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'ml'})

Fold 1/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]

Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]
Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+-----------------------+
| Group    | Group(0)             | Group(1)              |
+----------+----------------------+-----------------------+
| eTIV(0)  | 0.011695906432748537 | 0.01935483870967742   |
+----------+----------------------+-----------------------+
| eTIV(1)  | 0.029239766081871343 | 0.025806451612903226  |
+----------+----------------------+-----------------------+
| eTIV(2)  | 0.03508771929824561  | 0.04516129032258064   |
+----------+----------------------+-----------------------+
| eTIV(3)  | 0.07602339181286549  | 0.1032258064516129    |
+----------+----------------------+-----------------------+
| eTIV(4)  | 0.17543859649122806  | 0.07741935483870968   |
+----------+----------------------+-----------------------+
| eTIV(5)  | 0.10526315789473684  | 0.12903225806451613   |
+----------+----------------------+-----------------------+
| eTIV(6)  | 0.14035087719298245  | 0.27741935483870966   |
+----------+----------------------+-----------------------+
| eTIV(7)  | 0.1286549707602339   | 0.07741935483870968   |
+----------+----------------------+-----------------------+
| eTIV(8)  | 0.03508771929824561  | 0.05806451612903226   |
+----------+----------------------+-----------------------+
| eTIV(9)  | 0.08187134502923976  | 0.012903225806451613  |
+----------+----------------------+-----------------------+
| eTIV(10) | 0.05263157894736842  | 0.1032258064516129    |
+----------+----------------------+-----------------------+
| eTIV(11) | 0.029239766081871343 | 0.025806451612903226  |
+----------+----------------------+-----------------------+
| eTIV(12) | 0.07017543859649122  | 0.012903225806451613  |
+----------+----------------------+-----------------------+
| eTIV(13) | 0.011695906432748537 | 0.012903225806451613  |
+----------+----------------------+-----------------------+
| eTIV(14) | 0.005847953216374269 | 0.012903225806451613  |
+----------+----------------------+-----------------------+
| eTIV(15) | 0.011695906432748537 | 0.0064516129032258064 |
+----------+----------------------+-----------------------+
[bnlearn] >CPD of ASF:
+---------+----------+----------+-----+----------+----------+----------+
| Group   | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+---------+----------+----------+-----+----------+----------+----------+
| eTIV    | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(0)  | 0.0      | 0.0      | ... | 0.0      | 1.0      | 1.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(1)  | 0.0      | 0.0      | ... | 1.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(2)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(3)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(4)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(5)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(6)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(7)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(8)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(9)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(10) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(11) | 0.0      | 0.2      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(12) | 0.0      | 0.6      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(13) | 0.5      | 0.2      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(14) | 0.5      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of EDUC:
+----------+----------+----------+-----+----------+----------+----------+
| Group    | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+----------+----------+----------+-----+----------+----------+----------+
| eTIV     | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(0)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(1)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(2)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(4)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(5)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(6)  | 0.5      | 0.2      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(7)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(8)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(9)  | 0.5      | 0.0      | ... | 0.5      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(10) | 0.0      | 0.0      | ... | 0.5      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(11) | 0.0      | 0.8      | ... | 0.0      | 0.5      | 1.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(12) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(13) | 0.0      | 0.0      | ... | 0.0      | 0.5      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(15) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of MMSE:
+----------+----------+----------+-----+----------+----------+----------+
| Group    | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+----------+----------+----------+-----+----------+----------+----------+
| eTIV     | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(0)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(2)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(6)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(10) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(11) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(12) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(13) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(14) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(15) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(16) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(17) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(18) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(19) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(20) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(21) | 0.0      | 0.0      | ... | 0.5      | 0.5      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(22) | 0.0      | 0.2      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(23) | 0.0      | 0.4      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(24) | 1.0      | 0.4      | ... | 0.5      | 0.5      | 1.0      |
+----------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of nWBV:
+----------+--------------------+-----+----------+---------------------+
| ASF      | ASF(0)             | ... | ASF(14)  | ASF(14)             |
+----------+--------------------+-----+----------+---------------------+
| Group    | Group(0)           | ... | Group(0) | Group(1)            |
+----------+--------------------+-----+----------+---------------------+
| nWBV(0)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(1)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(2)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(3)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(4)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(5)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(6)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(7)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(8)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(9)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(10) | 0.0                | ... | 1.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(11) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(12) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(13) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
[bnlearn] >CPD of M/F:
+--------+----------+----------+-----+----------+----------+----------+
| ASF    | ASF(0)   | ASF(0)   | ... | ASF(13)  | ASF(14)  | ASF(14)  |
+--------+----------+----------+-----+----------+----------+----------+
| Group  | Group(0) | Group(1) | ... | Group(1) | Group(0) | Group(1) |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(0) | 1.0      | 1.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(1) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(2) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(3) | 0.0      | 0.0      | ... | 1.0      | 1.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+----------+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15) | EDUC(15)            |
+---------+---------------------+-----+----------+---------------------+
| Group   | Group(0)            | ... | Group(0) | Group(1)            |
+---------+---------------------+-----+----------+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 1.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
[bnlearn] >CPD of CDR:
+---------+---------------------+-----+----------------------+
| Group   | Group(0)            | ... | Group(1)             |
+---------+---------------------+-----+----------------------+
| MMSE    | MMSE(0)             | ... | MMSE(24)             |
+---------+---------------------+-----+----------------------+
| CDR(0)  | 0.14285714285714285 | ... | 0.0                  |
+---------+---------------------+-----+----------------------+
| CDR(3)  | 0.14285714285714285 | ... | 0.9545454545454546   |
+---------+---------------------+-----+----------------------+
| CDR(4)  | 0.14285714285714285 | ... | 0.0                  |
+---------+---------------------+-----+----------------------+
| CDR(6)  | 0.14285714285714285 | ... | 0.0                  |
+---------+---------------------+-----+----------------------+
| CDR(7)  | 0.14285714285714285 | ... | 0.045454545454545456 |
+---------+---------------------+-----+----------------------+
| CDR(11) | 0.14285714285714285 | ... | 0.0                  |
+---------+---------------------+-----+----------------------+
| CDR(14) | 0.14285714285714285 | ... | 0.0                  |
+---------+---------------------+-----+----------------------+
[bnlearn] >CPD of Age:
+---------+----------+-----+---------------------+
| Group   | Group(0) | ... | Group(1)            |
+---------+----------+-----+---------------------+
| nWBV    | nWBV(0)  | ... | nWBV(13)            |
+---------+----------+-----+---------------------+
| Age(0)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(1)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(2)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(3)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(4)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(5)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(6)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(7)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(8)  | 1.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(9)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(10) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(11) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(12) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(13) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(14) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+----------+-----+----------+----------+
| Age          | Age(0)   | ... | Age(14)  | Age(14)  |
+--------------+----------+-----+----------+----------+
| Group        | Group(0) | ... | Group(0) | Group(1) |
+--------------+----------+-----+----------+----------+
| MR Delay(0)  | 0.8      | ... | 0.0      | 0.5      |
+--------------+----------+-----+----------+----------+
| MR Delay(1)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(2)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(3)  | 0.0      | ... | 0.0      | 0.5      |
+--------------+----------+-----+----------+----------+
| MR Delay(4)  | 0.2      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(5)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(6)  | 0.0      | ... | 1.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(7)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(8)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(9)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(10) | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(11) | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
[bnlearn] >CPD of Visit:
+-----------+----------------------+-----+--------------+--------------+
| Group     | Group(0)             | ... | Group(1)     | Group(1)     |
+-----------+----------------------+-----+--------------+--------------+
| MR Delay  | MR Delay(0)          | ... | MR Delay(10) | MR Delay(11) |
+-----------+----------------------+-----+--------------+--------------+
| Visit(0)  | 0.9868421052631579   | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(3)  | 0.013157894736842105 | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(4)  | 0.0                  | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(6)  | 0.0                  | ... | 1.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(7)  | 0.0                  | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(9)  | 0.0                  | ... | 0.0          | 0.5          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(12) | 0.0                  | ... | 0.0          | 0.5          |
+-----------+----------------------+-----+--------------+--------------+
[bnlearn] >CPD of Group:
+----------+---------+
| Group(0) | 0.52454 |
+----------+---------+
| Group(1) | 0.47546 |
+----------+---------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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Error for row 8 in fold 1: KeyError - 10
Row causing error:    Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
8     10        10    0   10     8    4    23    3     8     3    4      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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Error for row 18 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
18      3         2    0    4     8    5    18    5     8     4    5      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 545.71it/s]

[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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Error for row 41 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
41      3         2    1    5     6    8    16    5     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 703.62it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 579.48it/s]

[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 471.91it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 496.54it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 368.63it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 561.71it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 415.57it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 417.80it/s]

[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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Error for row 52 in fold 1: KeyError - 8
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
52      3         3    0    9     6    9    15    8     6     1    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 408.13it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 593.42it/s]

[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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Error for row 56 in fold 1: KeyError - 10
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
56     10        11    0   11     6    9    21    3     7     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 540.64it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 531.26it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 526.46it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 482.77it/s]

[bnlearn]> Remaining columns for inference: 11

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Error for row 61 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
61      0         0    0    7     6    7    20    5     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 554.44it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 661.77it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 384.69it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 457.39it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 506.56it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 608.40it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 340.31it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 522.78it/s]

[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 648.77it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 453.68it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 467.96it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 493.39it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 590.58it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 535.67it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 687.37it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 596.46it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 615.90it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 606.03it/s]

[bnlearn]> Remaining columns for inference: 11

100%|██████████| 1/1 [00:00<00:00, 551.81it/s]

Fold 2/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]

Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]
Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------+----------------------+
| Group    | Group(0) | Group(1)             |
+----------+----------+----------------------+
| eTIV(0)  | 0.0125   | 0.012048192771084338 |
+----------+----------+----------------------+
| eTIV(1)  | 0.025    | 0.030120481927710843 |
+----------+----------+----------------------+
| eTIV(2)  | 0.03125  | 0.04216867469879518  |
+----------+----------+----------------------+
| eTIV(3)  | 0.06875  | 0.0783132530120482   |
+----------+----------+----------------------+
| eTIV(4)  | 0.18125  | 0.0963855421686747   |
+----------+----------+----------------------+
| eTIV(5)  | 0.075    | 0.12048192771084337  |
+----------+----------+----------------------+
| eTIV(6)  | 0.16875  | 0.25903614457831325  |
+----------+----------+----------------------+
| eTIV(7)  | 0.11875  | 0.08433734939759036  |
+----------+----------+----------------------+
| eTIV(8)  | 0.0375   | 0.08433734939759036  |
+----------+----------+----------------------+
| eTIV(9)  | 0.0875   | 0.030120481927710843 |
+----------+----------+----------------------+
| eTIV(10) | 0.04375  | 0.09036144578313253  |
+----------+----------+----------------------+
| eTIV(11) | 0.0375   | 0.024096385542168676 |
+----------+----------+----------------------+
| eTIV(12) | 0.08125  | 0.012048192771084338 |
+----------+----------+----------------------+
| eTIV(13) | 0.01875  | 0.012048192771084338 |
+----------+----------+----------------------+
| eTIV(14) | 0.0      | 0.018072289156626505 |
+----------+----------+----------------------+
| eTIV(15) | 0.0125   | 0.006024096385542169 |
+----------+----------+----------------------+
[bnlearn] >CPD of ASF:
+---------+----------+----------+-----+--------------------+----------+
| Group   | Group(0) | Group(0) | ... | Group(1)           | Group(1) |
+---------+----------+----------+-----+--------------------+----------+
| eTIV    | eTIV(0)  | eTIV(1)  | ... | eTIV(14)           | eTIV(15) |
+---------+----------+----------+-----+--------------------+----------+
| ASF(0)  | 0.0      | 0.0      | ... | 0.6666666666666666 | 1.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(1)  | 0.0      | 0.0      | ... | 0.3333333333333333 | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(2)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(3)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(4)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(5)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(6)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(7)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(8)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(9)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(10) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(11) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(12) | 0.0      | 0.75     | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(13) | 0.5      | 0.25     | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(14) | 0.5      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
[bnlearn] >CPD of EDUC:
+----------+----------+----------+-----+--------------------+----------+
| Group    | Group(0) | Group(0) | ... | Group(1)           | Group(1) |
+----------+----------+----------+-----+--------------------+----------+
| eTIV     | eTIV(0)  | eTIV(1)  | ... | eTIV(14)           | eTIV(15) |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(0)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(1)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(4)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(5)  | 0.0      | 0.25     | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(6)  | 0.5      | 0.25     | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(7)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(8)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(9)  | 0.5      | 0.0      | ... | 0.3333333333333333 | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(10) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(11) | 0.0      | 0.5      | ... | 0.3333333333333333 | 1.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(12) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(13) | 0.0      | 0.0      | ... | 0.3333333333333333 | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(15) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
[bnlearn] >CPD of MMSE:
+----------+----------+----------+-----+--------------------+----------+
| Group    | Group(0) | Group(0) | ... | Group(1)           | Group(1) |
+----------+----------+----------+-----+--------------------+----------+
| eTIV     | eTIV(0)  | eTIV(1)  | ... | eTIV(14)           | eTIV(15) |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(0)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(2)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(10) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(11) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(12) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(13) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(14) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(15) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(16) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(17) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(18) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(19) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(20) | 0.0      | 0.0      | ... | 0.3333333333333333 | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(21) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(22) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(23) | 0.5      | 0.25     | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(24) | 0.5      | 0.75     | ... | 0.6666666666666666 | 1.0      |
+----------+----------+----------+-----+--------------------+----------+
[bnlearn] >CPD of M/F:
+--------+----------+----------+-----+----------+----------+----------+
| Group  | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+--------+----------+----------+-----+----------+----------+----------+
| eTIV   | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(0) | 0.0      | 0.0      | ... | 0.5      | 1.0      | 1.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(1) | 0.0      | 0.0      | ... | 0.5      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(2) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(3) | 1.0      | 1.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of nWBV:
+----------+----------+----------+-----+----------+---------------------+
| ASF      | ASF(0)   | ASF(0)   | ... | ASF(14)  | ASF(14)             |
+----------+----------+----------+-----+----------+---------------------+
| Group    | Group(0) | Group(1) | ... | Group(0) | Group(1)            |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(0)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(1)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(2)  | 0.5      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(3)  | 0.5      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(4)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(5)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(6)  | 0.0      | 1.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(7)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(8)  | 0.0      | 0.0      | ... | 1.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(9)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(10) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(11) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(12) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(13) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+----------+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15) | EDUC(15)            |
+---------+---------------------+-----+----------+---------------------+
| Group   | Group(0)            | ... | Group(0) | Group(1)            |
+---------+---------------------+-----+----------+---------------------+
| SES(0)  | 0.08333333333333333 | ... | 1.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(1)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(2)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(3)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(4)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(5)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(6)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(7)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(8)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(9)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(11) | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(14) | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
[bnlearn] >CPD of CDR:
+---------+--------------------+-----+---------------------+
| Group   | Group(0)           | ... | Group(1)            |
+---------+--------------------+-----+---------------------+
| MMSE    | MMSE(0)            | ... | MMSE(24)            |
+---------+--------------------+-----+---------------------+
| CDR(0)  | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(3)  | 0.1111111111111111 | ... | 0.9285714285714286  |
+---------+--------------------+-----+---------------------+
| CDR(4)  | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(5)  | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(6)  | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(7)  | 0.1111111111111111 | ... | 0.07142857142857142 |
+---------+--------------------+-----+---------------------+
| CDR(8)  | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(11) | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(14) | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
[bnlearn] >CPD of Age:
+---------+----------+----------+-----+---------------------+
| Group   | Group(0) | Group(0) | ... | Group(1)            |
+---------+----------+----------+-----+---------------------+
| nWBV    | nWBV(0)  | nWBV(1)  | ... | nWBV(13)            |
+---------+----------+----------+-----+---------------------+
| Age(0)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(1)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(2)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(3)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(4)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(5)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(6)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(7)  | 0.0      | 0.4      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(8)  | 1.0      | 0.2      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(9)  | 0.0      | 0.2      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(10) | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(11) | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(12) | 0.0      | 0.2      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(13) | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(14) | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+----------+----------+
| Age          | ... | Age(14)  | Age(14)  |
+--------------+-----+----------+----------+
| Group        | ... | Group(0) | Group(1) |
+--------------+-----+----------+----------+
| MR Delay(0)  | ... | 0.0      | 0.5      |
+--------------+-----+----------+----------+
| MR Delay(1)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(2)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(3)  | ... | 0.0      | 0.5      |
+--------------+-----+----------+----------+
| MR Delay(4)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(5)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(6)  | ... | 1.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(7)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(8)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(9)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(10) | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(11) | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
[bnlearn] >CPD of Visit:
+-----------+----------------------+-----+--------------------+
| Group     | Group(0)             | ... | Group(1)           |
+-----------+----------------------+-----+--------------------+
| MR Delay  | MR Delay(0)          | ... | MR Delay(11)       |
+-----------+----------------------+-----+--------------------+
| Visit(0)  | 0.9848484848484849   | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(3)  | 0.015151515151515152 | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(4)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(6)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(7)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(9)  | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
| Visit(10) | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
| Visit(12) | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.490798 |
+----------+----------+
| Group(1) | 0.509202 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 11

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Error for row 95 in fold 2: KeyError - 6
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
95      9         5    0    4    10    0     6    6    11     3    2      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

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Error for row 150 in fold 2: KeyError - 2
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
150      0         0    3    5     2   13    20    3     0     7   13      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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[bnlearn]> Remaining columns for inference: 11

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Fold 3/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]

Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]
Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.017857142857142856 | 0.02531645569620253  |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.041666666666666664 | 0.02531645569620253  |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.041666666666666664 | 0.05063291139240506  |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.08333333333333333  | 0.08227848101265822  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.17857142857142858  | 0.08227848101265822  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.10119047619047619  | 0.11392405063291139  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.125                | 0.27848101265822783  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.125                | 0.0949367088607595   |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.047619047619047616 | 0.0759493670886076   |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.07142857142857142  | 0.02531645569620253  |
+----------+----------------------+----------------------+
| eTIV(10) | 0.041666666666666664 | 0.08227848101265822  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.017857142857142856 | 0.02531645569620253  |
+----------+----------------------+----------------------+
| eTIV(12) | 0.08333333333333333  | 0.012658227848101266 |
+----------+----------------------+----------------------+
| eTIV(13) | 0.011904761904761904 | 0.006329113924050633 |
+----------+----------------------+----------------------+
| eTIV(14) | 0.005952380952380952 | 0.0189873417721519   |
+----------+----------------------+----------------------+
| eTIV(15) | 0.005952380952380952 | 0.0                  |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+--------------------+-----+---------------------+
| Group   | Group(0)           | ... | Group(1)            |
+---------+--------------------+-----+---------------------+
| eTIV    | eTIV(0)            | ... | eTIV(15)            |
+---------+--------------------+-----+---------------------+
| ASF(0)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(1)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(2)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(3)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(4)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(5)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(6)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(7)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(8)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(9)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(10) | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(11) | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(12) | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(13) | 0.3333333333333333 | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(14) | 0.6666666666666666 | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
[bnlearn] >CPD of EDUC:
+----------+--------------------+-----+---------------------+
| Group    | Group(0)           | ... | Group(1)            |
+----------+--------------------+-----+---------------------+
| eTIV     | eTIV(0)            | ... | eTIV(15)            |
+----------+--------------------+-----+---------------------+
| EDUC(0)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(1)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(2)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(4)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(5)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(6)  | 0.3333333333333333 | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(7)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(8)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(9)  | 0.6666666666666666 | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(10) | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(11) | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(12) | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(13) | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(15) | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+--------------------+-----+---------------------+
| Group    | Group(0)           | ... | Group(1)            |
+----------+--------------------+-----+---------------------+
| eTIV     | eTIV(0)            | ... | eTIV(15)            |
+----------+--------------------+-----+---------------------+
| MMSE(0)  | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(2)  | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(6)  | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(10) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(11) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(12) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(13) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(14) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(15) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(16) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(17) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(18) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(19) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(20) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(21) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(22) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(23) | 0.3333333333333333 | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(24) | 0.6666666666666666 | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
[bnlearn] >CPD of nWBV:
+----------+----------+----------+-----+----------+---------------------+
| ASF      | ASF(0)   | ASF(0)   | ... | ASF(14)  | ASF(14)             |
+----------+----------+----------+-----+----------+---------------------+
| Group    | Group(0) | Group(1) | ... | Group(0) | Group(1)            |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(0)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(1)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(2)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(3)  | 0.5      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(4)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(5)  | 0.5      | 0.5      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(6)  | 0.0      | 0.5      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(7)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(8)  | 0.0      | 0.0      | ... | 0.5      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(9)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(10) | 0.0      | 0.0      | ... | 0.5      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(11) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(12) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(13) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
[bnlearn] >CPD of M/F:
+--------+----------+----------+-----+----------+----------+----------+
| ASF    | ASF(0)   | ASF(0)   | ... | ASF(13)  | ASF(14)  | ASF(14)  |
+--------+----------+----------+-----+----------+----------+----------+
| Group  | Group(0) | Group(1) | ... | Group(1) | Group(0) | Group(1) |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(0) | 1.0      | 1.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(1) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(2) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(3) | 0.0      | 0.0      | ... | 1.0      | 1.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+----------+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15) | EDUC(15)            |
+---------+---------------------+-----+----------+---------------------+
| Group   | Group(0)            | ... | Group(0) | Group(1)            |
+---------+---------------------+-----+----------+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 1.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
[bnlearn] >CPD of CDR:
+---------+----------+----------+-----+----------+----------+----------+
| Group   | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+---------+----------+----------+-----+----------+----------+----------+
| MMSE    | MMSE(0)  | MMSE(2)  | ... | MMSE(22) | MMSE(23) | MMSE(24) |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(0)  | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(3)  | 0.125    | 0.125    | ... | 0.65     | 0.95     | 0.96     |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(5)  | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(6)  | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(7)  | 0.125    | 0.125    | ... | 0.35     | 0.05     | 0.04     |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(8)  | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(11) | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(14) | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+----------+
| Age          | ... | Age(14)             | Age(14)  |
+--------------+-----+---------------------+----------+
| Group        | ... | Group(0)            | Group(1) |
+--------------+-----+---------------------+----------+
| MR Delay(0)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(1)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(2)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(3)  | ... | 0.08333333333333333 | 1.0      |
+--------------+-----+---------------------+----------+
| MR Delay(4)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(5)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(6)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(7)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(8)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(9)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(10) | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(11) | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
[bnlearn] >CPD of Visit:
+-----------+----------------------+-----+--------------------+
| Group     | Group(0)             | ... | Group(1)           |
+-----------+----------------------+-----+--------------------+
| MR Delay  | MR Delay(0)          | ... | MR Delay(11)       |
+-----------+----------------------+-----+--------------------+
| Visit(0)  | 0.9857142857142858   | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(3)  | 0.014285714285714285 | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(4)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(6)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(7)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(9)  | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
| Visit(10) | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
| Visit(12) | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.515337 |
+----------+----------+
| Group(1) | 0.484663 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 189 in fold 3: KeyError - 4
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
189      3         3    3    7     5    7    17    4     6     6    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 4/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.012269938650306749 | 0.024390243902439025 |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.04294478527607362  | 0.018292682926829267 |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.049079754601226995 | 0.042682926829268296 |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.08588957055214724  | 0.08536585365853659  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.15337423312883436  | 0.10975609756097561  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.10429447852760736  | 0.12804878048780488  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.147239263803681    | 0.22560975609756098  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.09815950920245399  | 0.0975609756097561   |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.049079754601226995 | 0.08536585365853659  |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.06748466257668712  | 0.03048780487804878  |
+----------+----------------------+----------------------+
| eTIV(10) | 0.04294478527607362  | 0.07317073170731707  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.03680981595092025  | 0.024390243902439025 |
+----------+----------------------+----------------------+
| eTIV(12) | 0.07975460122699386  | 0.018292682926829267 |
+----------+----------------------+----------------------+
| eTIV(13) | 0.012269938650306749 | 0.006097560975609756 |
+----------+----------------------+----------------------+
| eTIV(14) | 0.006134969325153374 | 0.024390243902439025 |
+----------+----------------------+----------------------+
| eTIV(15) | 0.012269938650306749 | 0.006097560975609756 |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+----------+-----+----------+----------+----------+
| Group   | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+---------+----------+-----+----------+----------+----------+
| eTIV    | eTIV(0)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+---------+----------+-----+----------+----------+----------+
| ASF(0)  | 0.0      | ... | 0.0      | 0.75     | 1.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(1)  | 0.0      | ... | 1.0      | 0.25     | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(2)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(3)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(4)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(5)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(6)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(7)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(8)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(9)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(10) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(11) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(12) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(13) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(14) | 1.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of EDUC:
+----------+----------+-----+----------+----------+----------+
| Group    | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+----------+----------+-----+----------+----------+----------+
| eTIV     | eTIV(0)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+----------+-----+----------+----------+----------+
| EDUC(0)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(1)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(2)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(4)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(5)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(6)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(7)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(8)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(9)  | 1.0      | ... | 1.0      | 0.25     | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(10) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(11) | 0.0      | ... | 0.0      | 0.25     | 1.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(12) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(13) | 0.0      | ... | 0.0      | 0.5      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(15) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of MMSE:
+----------+----------+-----+----------+----------+----------+
| Group    | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+----------+----------+-----+----------+----------+----------+
| eTIV     | eTIV(0)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+----------+-----+----------+----------+----------+
| MMSE(0)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(2)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(6)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(10) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(11) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(12) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(13) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(14) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(15) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(16) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(17) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(18) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(19) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(20) | 0.0      | ... | 0.0      | 0.25     | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(21) | 0.0      | ... | 0.0      | 0.25     | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(22) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(23) | 0.5      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(24) | 0.5      | ... | 1.0      | 0.5      | 1.0      |
+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of M/F:
+--------+----------+----------+-----+----------+----------+----------+
| Group  | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+--------+----------+----------+-----+----------+----------+----------+
| eTIV   | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(0) | 0.0      | 0.0      | ... | 1.0      | 1.0      | 1.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(1) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(2) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(3) | 1.0      | 1.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of nWBV:
+----------+--------------------+-----+----------+---------------------+
| ASF      | ASF(0)             | ... | ASF(14)  | ASF(14)             |
+----------+--------------------+-----+----------+---------------------+
| Group    | Group(0)           | ... | Group(0) | Group(1)            |
+----------+--------------------+-----+----------+---------------------+
| nWBV(0)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(1)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(2)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(3)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(4)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(5)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(6)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(7)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(8)  | 0.0                | ... | 0.5      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(9)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(10) | 0.0                | ... | 0.5      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(11) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(12) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(13) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+----------+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15) | EDUC(15)            |
+---------+---------------------+-----+----------+---------------------+
| Group   | Group(0)            | ... | Group(0) | Group(1)            |
+---------+---------------------+-----+----------+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 1.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
[bnlearn] >CPD of CDR:
+---------+--------------------+-----+----------+---------------------+
| Group   | Group(0)           | ... | Group(1) | Group(1)            |
+---------+--------------------+-----+----------+---------------------+
| MMSE    | MMSE(0)            | ... | MMSE(23) | MMSE(24)            |
+---------+--------------------+-----+----------+---------------------+
| CDR(0)  | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(3)  | 0.1111111111111111 | ... | 0.95     | 0.9130434782608695  |
+---------+--------------------+-----+----------+---------------------+
| CDR(4)  | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(5)  | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(6)  | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(7)  | 0.1111111111111111 | ... | 0.05     | 0.08695652173913043 |
+---------+--------------------+-----+----------+---------------------+
| CDR(8)  | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(11) | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(14) | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
[bnlearn] >CPD of Age:
+---------+----------+-----+---------------------+
| Group   | Group(0) | ... | Group(1)            |
+---------+----------+-----+---------------------+
| nWBV    | nWBV(0)  | ... | nWBV(13)            |
+---------+----------+-----+---------------------+
| Age(0)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(1)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(2)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(3)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(4)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(5)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(6)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(7)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(8)  | 1.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(9)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(10) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(11) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(12) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(13) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(14) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+----------+-----+----------+----------+
| Age          | Age(0)   | ... | Age(14)  | Age(14)  |
+--------------+----------+-----+----------+----------+
| Group        | Group(0) | ... | Group(0) | Group(1) |
+--------------+----------+-----+----------+----------+
| MR Delay(0)  | 0.8      | ... | 0.0      | 0.5      |
+--------------+----------+-----+----------+----------+
| MR Delay(1)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(2)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(3)  | 0.2      | ... | 0.0      | 0.5      |
+--------------+----------+-----+----------+----------+
| MR Delay(4)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(5)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(6)  | 0.0      | ... | 1.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(7)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(8)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(9)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(10) | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(11) | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
[bnlearn] >CPD of Visit:
+-----------+----------------------+-----+--------------+--------------+
| Group     | Group(0)             | ... | Group(1)     | Group(1)     |
+-----------+----------------------+-----+--------------+--------------+
| MR Delay  | MR Delay(0)          | ... | MR Delay(10) | MR Delay(11) |
+-----------+----------------------+-----+--------------+--------------+
| Visit(0)  | 0.9850746268656716   | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(3)  | 0.014925373134328358 | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(4)  | 0.0                  | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(6)  | 0.0                  | ... | 0.5          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(9)  | 0.0                  | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(10) | 0.0                  | ... | 0.5          | 0.5          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(12) | 0.0                  | ... | 0.0          | 0.5          |
+-----------+----------------------+-----+--------------+--------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.498471 |
+----------+----------+
| Group(1) | 0.501529 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 11













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Error for row 266 in fold 4: KeyError - 7
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
266      7         9    1   11     6    7    21    3     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 5/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.01948051948051948  | 0.017341040462427744 |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.032467532467532464 | 0.023121387283236993 |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.03896103896103896  | 0.04046242774566474  |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.07792207792207792  | 0.09248554913294797  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.16883116883116883  | 0.09826589595375723  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.1038961038961039   | 0.12138728323699421  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.12987012987012986  | 0.26011560693641617  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.14285714285714285  | 0.08670520231213873  |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.05194805194805195  | 0.08670520231213873  |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.05844155844155844  | 0.023121387283236993 |
+----------+----------------------+----------------------+
| eTIV(10) | 0.06493506493506493  | 0.06936416184971098  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.025974025974025976 | 0.023121387283236993 |
+----------+----------------------+----------------------+
| eTIV(12) | 0.05194805194805195  | 0.017341040462427744 |
+----------+----------------------+----------------------+
| eTIV(13) | 0.01948051948051948  | 0.011560693641618497 |
+----------+----------------------+----------------------+
| eTIV(14) | 0.006493506493506494 | 0.023121387283236993 |
+----------+----------------------+----------------------+
| eTIV(15) | 0.006493506493506494 | 0.005780346820809248 |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+--------------------+-----+----------+----------+----------+
| Group   | Group(0)           | ... | Group(1) | Group(1) | Group(1) |
+---------+--------------------+-----+----------+----------+----------+
| eTIV    | eTIV(0)            | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+---------+--------------------+-----+----------+----------+----------+
| ASF(0)  | 0.0                | ... | 0.0      | 0.75     | 1.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(1)  | 0.0                | ... | 1.0      | 0.25     | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(2)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(3)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(4)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(5)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(6)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(7)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(8)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(9)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(10) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(11) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(12) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(13) | 0.3333333333333333 | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(14) | 0.6666666666666666 | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
[bnlearn] >CPD of EDUC:
+----------+--------------------+-----+----------+----------+----------+
| Group    | Group(0)           | ... | Group(1) | Group(1) | Group(1) |
+----------+--------------------+-----+----------+----------+----------+
| eTIV     | eTIV(0)            | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(0)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(1)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(2)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(4)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(5)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(6)  | 0.3333333333333333 | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(7)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(8)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(9)  | 0.6666666666666666 | ... | 0.5      | 0.25     | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(10) | 0.0                | ... | 0.5      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(11) | 0.0                | ... | 0.0      | 0.25     | 1.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(13) | 0.0                | ... | 0.0      | 0.5      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(15) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
[bnlearn] >CPD of MMSE:
+----------+--------------------+-----+----------+----------+----------+
| Group    | Group(0)           | ... | Group(1) | Group(1) | Group(1) |
+----------+--------------------+-----+----------+----------+----------+
| eTIV     | eTIV(0)            | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(6)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(10) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(11) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(12) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(13) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(14) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(15) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(16) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(17) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(18) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(19) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(20) | 0.0                | ... | 0.0      | 0.25     | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(21) | 0.0                | ... | 0.5      | 0.25     | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(22) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(23) | 0.3333333333333333 | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(24) | 0.6666666666666666 | ... | 0.5      | 0.5      | 1.0      |
+----------+--------------------+-----+----------+----------+----------+
[bnlearn] >CPD of M/F:
+--------+----------+----------+-----+----------+----------+----------+
| Group  | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+--------+----------+----------+-----+----------+----------+----------+
| eTIV   | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(0) | 0.0      | 0.0      | ... | 0.5      | 1.0      | 1.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(1) | 0.0      | 0.0      | ... | 0.5      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(2) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(3) | 1.0      | 1.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of nWBV:
+----------+----------+----------+-----+----------+---------------------+
| ASF      | ASF(0)   | ASF(0)   | ... | ASF(14)  | ASF(14)             |
+----------+----------+----------+-----+----------+---------------------+
| Group    | Group(0) | Group(1) | ... | Group(0) | Group(1)            |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(0)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(1)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(2)  | 0.5      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(3)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(4)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(5)  | 0.5      | 0.25     | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(6)  | 0.0      | 0.75     | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(7)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(8)  | 0.0      | 0.0      | ... | 0.5      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(9)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(10) | 0.0      | 0.0      | ... | 0.5      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(11) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(12) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(13) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+----------+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15) | EDUC(15)            |
+---------+---------------------+-----+----------+---------------------+
| Group   | Group(0)            | ... | Group(0) | Group(1)            |
+---------+---------------------+-----+----------+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 1.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
[bnlearn] >CPD of CDR:
+---------+----------+----------+-----+----------+---------------------+
| Group   | Group(0) | Group(0) | ... | Group(1) | Group(1)            |
+---------+----------+----------+-----+----------+---------------------+
| MMSE    | MMSE(6)  | MMSE(10) | ... | MMSE(23) | MMSE(24)            |
+---------+----------+----------+-----+----------+---------------------+
| CDR(0)  | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(3)  | 0.125    | 0.125    | ... | 1.0      | 0.9230769230769231  |
+---------+----------+----------+-----+----------+---------------------+
| CDR(4)  | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(5)  | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(6)  | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(7)  | 0.125    | 0.125    | ... | 0.0      | 0.07692307692307693 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(8)  | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(14) | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
[bnlearn] >CPD of Age:
+---------+----------+-----+---------------------+
| Group   | Group(0) | ... | Group(1)            |
+---------+----------+-----+---------------------+
| nWBV    | nWBV(0)  | ... | nWBV(13)            |
+---------+----------+-----+---------------------+
| Age(0)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(1)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(2)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(3)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(4)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(5)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(6)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(7)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(8)  | 1.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(9)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(10) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(11) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(12) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(13) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(14) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+----------+----------+
| Age          | ... | Age(14)  | Age(14)  |
+--------------+-----+----------+----------+
| Group        | ... | Group(0) | Group(1) |
+--------------+-----+----------+----------+
| MR Delay(0)  | ... | 0.0      | 1.0      |
+--------------+-----+----------+----------+
| MR Delay(1)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(2)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(3)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(4)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(5)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(6)  | ... | 1.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(7)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(8)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(9)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(10) | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(11) | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
[bnlearn] >CPD of Visit:
+-----------+-------------+-----+--------------+--------------+
| Group     | Group(0)    | ... | Group(1)     | Group(1)     |
+-----------+-------------+-----+--------------+--------------+
| MR Delay  | MR Delay(0) | ... | MR Delay(10) | MR Delay(11) |
+-----------+-------------+-----+--------------+--------------+
| Visit(0)  | 1.0         | ... | 0.0          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
| Visit(3)  | 0.0         | ... | 0.0          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
| Visit(4)  | 0.0         | ... | 0.0          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
| Visit(6)  | 0.0         | ... | 0.5          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
| Visit(7)  | 0.0         | ... | 0.0          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
| Visit(9)  | 0.0         | ... | 0.0          | 0.5          |
+-----------+-------------+-----+--------------+--------------+
| Visit(10) | 0.0         | ... | 0.5          | 0.5          |
+-----------+-------------+-----+--------------+--------------+
| Visit(12) | 0.0         | ... | 0.0          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.470948 |
+----------+----------+
| Group(1) | 0.529052 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 11













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Error for row 331 in fold 5: KeyError - 0
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
331     12         5    0    3     9    0     0    7    10     2    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 379 in fold 5: KeyError - 2
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
379      9         4    0    3     9    0     2    7    10     2    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 390 in fold 5: KeyError - 12
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
390      3         2    0    7    12    0    21   11    10     7    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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In [21]:






evaluation['Tree-Augmented Naive Bayes (Maximum Likelihood)'] = evaluation_tan_ml

























Hill Climbing¶


















In [22]:






structure_kwargs_hc = {'methodtype': 'hc', 'scoretype': 'bdeu'}

























Bayes¶


















In [23]:






evaluation_hc_bayes = discrete_cross_validation(dementia_df, 'Group', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'bayes'})

























Fold 1/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+---------------------+----------------------+
| Group    | Group(0)            | Group(1)             |
+----------+---------------------+----------------------+
| eTIV(0)  | 0.04955290611028316 | 0.052290076335877865 |
+----------+---------------------+----------------------+
| eTIV(1)  | 0.05402384500745157 | 0.05381679389312977  |
+----------+---------------------+----------------------+
| eTIV(2)  | 0.05551415797317437 | 0.0583969465648855   |
+----------+---------------------+----------------------+
| eTIV(3)  | 0.06594634873323398 | 0.07213740458015268  |
+----------+---------------------+----------------------+
| eTIV(4)  | 0.0912816691505216  | 0.06603053435114503  |
+----------+---------------------+----------------------+
| eTIV(5)  | 0.073397913561848   | 0.07824427480916031  |
+----------+---------------------+----------------------+
| eTIV(6)  | 0.0823397913561848  | 0.1133587786259542   |
+----------+---------------------+----------------------+
| eTIV(7)  | 0.0793591654247392  | 0.06603053435114503  |
+----------+---------------------+----------------------+
| eTIV(8)  | 0.05551415797317437 | 0.061450381679389314 |
+----------+---------------------+----------------------+
| eTIV(9)  | 0.06743666169895678 | 0.05076335877862596  |
+----------+---------------------+----------------------+
| eTIV(10) | 0.05998509687034277 | 0.07213740458015268  |
+----------+---------------------+----------------------+
| eTIV(11) | 0.05402384500745157 | 0.05381679389312977  |
+----------+---------------------+----------------------+
| eTIV(12) | 0.06445603576751117 | 0.05076335877862596  |
+----------+---------------------+----------------------+
| eTIV(13) | 0.04955290611028316 | 0.05076335877862596  |
+----------+---------------------+----------------------+
| eTIV(14) | 0.04806259314456036 | 0.05076335877862596  |
+----------+---------------------+----------------------+
| eTIV(15) | 0.04955290611028316 | 0.04923664122137405  |
+----------+---------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| eTIV    | eTIV(0)             | ... | eTIV(15)            |
+---------+---------------------+-----+---------------------+
| ASF(0)  | 0.06265664160401005 | ... | 0.09560723514211888 |
+---------+---------------------+-----+---------------------+
| ASF(1)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(2)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(3)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(4)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(5)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(6)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(7)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(8)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(9)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(13) | 0.09273182957393486 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(14) | 0.09273182957393486 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of EDUC:
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)            |
+----------+---------------------+-----+---------------------+
| EDUC(0)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(1)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(2)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(4)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(5)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(6)  | 0.09720730397422127 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(7)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(8)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(9)  | 0.09720730397422127 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(10) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(11) | 0.06713211600429646 | ... | 0.10022148394241417 |
+----------+---------------------+-----+---------------------+
| EDUC(12) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(13) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(15) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+---------------------+-----+----------------------+
| Group    | Group(0)            | ... | Group(1)             |
+----------+---------------------+-----+----------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)             |
+----------+---------------------+-----+----------------------+
| MMSE(0)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(2)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(6)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(10) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(11) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(12) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(13) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(14) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(15) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(16) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(17) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(18) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(19) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(20) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(21) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(22) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(23) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(24) | 0.11236424394319132 | ... | 0.08484065460809646  |
+----------+---------------------+-----+----------------------+
[bnlearn] >CPD of nWBV:
+----------+---------------------+-----+---------------------+
| ASF      | ASF(0)              | ... | ASF(14)             |
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| nWBV(0)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(1)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(2)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(3)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(4)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(5)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(6)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(7)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(8)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(9)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(10) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(11) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(12) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(13) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of M/F:
+--------+---------------------+-----+---------------------+----------+
| ASF    | ASF(0)              | ... | ASF(14)             | ASF(14)  |
+--------+---------------------+-----+---------------------+----------+
| Group  | Group(0)            | ... | Group(0)            | Group(1) |
+--------+---------------------+-----+---------------------+----------+
| M/F(0) | 0.3119266055045872  | ... | 0.24271844660194175 | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(1) | 0.22935779816513763 | ... | 0.24271844660194175 | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(2) | 0.22935779816513763 | ... | 0.24271844660194175 | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(3) | 0.22935779816513763 | ... | 0.27184466019417475 | 0.25     |
+--------+---------------------+-----+---------------------+----------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15)            |
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of CDR:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| MMSE    | MMSE(0)             | ... | MMSE(24)            |
+---------+---------------------+-----+---------------------+
| CDR(0)  | 0.14285714285714285 | ... | 0.07971938775510204 |
+---------+---------------------+-----+---------------------+
| CDR(3)  | 0.14285714285714285 | ... | 0.501594387755102   |
+---------+---------------------+-----+---------------------+
| CDR(4)  | 0.14285714285714285 | ... | 0.07971938775510204 |
+---------+---------------------+-----+---------------------+
| CDR(6)  | 0.14285714285714285 | ... | 0.07971938775510204 |
+---------+---------------------+-----+---------------------+
| CDR(7)  | 0.14285714285714285 | ... | 0.09980867346938775 |
+---------+---------------------+-----+---------------------+
| CDR(11) | 0.14285714285714285 | ... | 0.07971938775510204 |
+---------+---------------------+-----+---------------------+
| CDR(14) | 0.14285714285714285 | ... | 0.07971938775510204 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.09208819714656293 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+
| Age          | ... | Age(14)             |
+--------------+-----+---------------------+
| Group        | ... | Group(1)            |
+--------------+-----+---------------------+
| MR Delay(0)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(1)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(2)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(3)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(4)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(5)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(6)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(7)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(8)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(9)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(10) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(11) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Visit:
+-----------+---------------------+-----+---------------------+
| Group     | Group(0)            | ... | Group(1)            |
+-----------+---------------------+-----+---------------------+
| MR Delay  | MR Delay(0)         | ... | MR Delay(11)        |
+-----------+---------------------+-----+---------------------+
| Visit(0)  | 0.6879805746661272  | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(3)  | 0.05908539053014975 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(4)  | 0.05058680696074465 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(6)  | 0.05058680696074465 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(7)  | 0.05058680696074465 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(9)  | 0.05058680696074465 | ... | 0.15921483097055614 |
+-----------+---------------------+-----+---------------------+
| Visit(12) | 0.05058680696074465 | ... | 0.15921483097055614 |
+-----------+---------------------+-----+---------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.506033 |
+----------+----------+
| Group(1) | 0.493967 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 8 in fold 1: KeyError - 10
Row causing error:    Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
8     10        10    0   10     8    4    23    3     8     3    4      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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Error for row 18 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
18      3         2    0    4     8    5    18    5     8     4    5      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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Error for row 41 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
41      3         2    1    5     6    8    16    5     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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Error for row 52 in fold 1: KeyError - 8
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
52      3         3    0    9     6    9    15    8     6     1    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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Error for row 56 in fold 1: KeyError - 10
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
56     10        11    0   11     6    9    21    3     7     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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Error for row 61 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
61      0         0    0    7     6    7    20    5     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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Fold 2/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.05037878787878788  | 0.049924924924924924 |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.053409090909090906 | 0.05442942942942943  |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.054924242424242424 | 0.057432432432432436 |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.06401515151515151  | 0.06644144144144144  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.09128787878787879  | 0.07094594594594594  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.06553030303030304  | 0.07695195195195195  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.08825757575757576  | 0.11148648648648649  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.07613636363636364  | 0.06794294294294294  |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.05643939393939394  | 0.06794294294294294  |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.06856060606060606  | 0.05442942942942943  |
+----------+----------------------+----------------------+
| eTIV(10) | 0.05795454545454545  | 0.06944444444444445  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.05643939393939394  | 0.05292792792792793  |
+----------+----------------------+----------------------+
| eTIV(12) | 0.06704545454545455  | 0.049924924924924924 |
+----------+----------------------+----------------------+
| eTIV(13) | 0.051893939393939395 | 0.049924924924924924 |
+----------+----------------------+----------------------+
| eTIV(14) | 0.04734848484848485  | 0.051426426426426426 |
+----------+----------------------+----------------------+
| eTIV(15) | 0.05037878787878788  | 0.04842342342342342  |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| eTIV    | eTIV(0)             | ... | eTIV(15)            |
+---------+---------------------+-----+---------------------+
| ASF(0)  | 0.06265664160401005 | ... | 0.09560723514211888 |
+---------+---------------------+-----+---------------------+
| ASF(1)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(2)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(3)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(4)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(5)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(6)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(7)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(8)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(9)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(13) | 0.09273182957393486 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(14) | 0.09273182957393486 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of EDUC:
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)            |
+----------+---------------------+-----+---------------------+
| EDUC(0)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(1)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(4)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(5)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(6)  | 0.10237131289762869 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(7)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(8)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(9)  | 0.10237131289762869 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(10) | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(11) | 0.07229612492770388 | ... | 0.10554561717352415 |
+----------+---------------------+-----+---------------------+
| EDUC(12) | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(13) | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(15) | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+---------------------+-----+----------------------+
| Group    | Group(0)            | ... | Group(1)             |
+----------+---------------------+-----+----------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)             |
+----------+---------------------+-----+----------------------+
| MMSE(0)  | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(2)  | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(10) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(11) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(12) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(13) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(14) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(15) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(16) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(17) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(18) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(19) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(20) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(21) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(22) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(23) | 0.08536045997346305 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(24) | 0.08536045997346305 | ... | 0.08800729594163244  |
+----------+---------------------+-----+----------------------+
[bnlearn] >CPD of M/F:
+--------+--------------------+-----+---------------------+
| Group  | Group(0)           | ... | Group(1)            |
+--------+--------------------+-----+---------------------+
| eTIV   | eTIV(0)            | ... | eTIV(15)            |
+--------+--------------------+-----+---------------------+
| M/F(0) | 0.2349624060150376 | ... | 0.27325581395348836 |
+--------+--------------------+-----+---------------------+
| M/F(1) | 0.2349624060150376 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(2) | 0.2349624060150376 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(3) | 0.2951127819548872 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
[bnlearn] >CPD of nWBV:
+----------+---------------------+-----+---------------------+
| ASF      | ASF(0)              | ... | ASF(14)             |
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| nWBV(0)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(1)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(2)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(3)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(4)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(5)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(6)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(7)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(8)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(9)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15)            |
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| SES(0)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(1)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(2)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(3)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(4)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(5)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(6)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(7)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(8)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(9)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(11) | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(14) | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of CDR:
+---------+---------------------+-----+----------------------+
| Group   | Group(0)            | ... | Group(1)             |
+---------+---------------------+-----+----------------------+
| MMSE    | MMSE(0)             | ... | MMSE(24)             |
+---------+---------------------+-----+----------------------+
| CDR(0)  | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(3)  | 0.11111111111111113 | ... | 0.5097905282331511   |
+---------+---------------------+-----+----------------------+
| CDR(4)  | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(5)  | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(6)  | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(7)  | 0.11111111111111113 | ... | 0.09175774134790525  |
+---------+---------------------+-----+----------------------+
| CDR(8)  | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(11) | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(14) | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.09208819714656293 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+
| Age          | ... | Age(14)             |
+--------------+-----+---------------------+
| Group        | ... | Group(1)            |
+--------------+-----+---------------------+
| MR Delay(0)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(1)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(2)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(3)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(4)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(5)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(6)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(7)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(8)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(9)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(10) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(11) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Visit:
+-----------+---------------------+-----+---------------------+
| Group     | Group(0)            | ... | Group(1)            |
+-----------+---------------------+-----+---------------------+
| MR Delay  | MR Delay(0)         | ... | MR Delay(11)        |
+-----------+---------------------+-----+---------------------+
| Visit(0)  | 0.652089783281734   | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(3)  | 0.05766253869969042 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(4)  | 0.04837461300309599 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(6)  | 0.04837461300309599 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(7)  | 0.04837461300309599 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(9)  | 0.04837461300309599 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
| Visit(10) | 0.04837461300309599 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
| Visit(12) | 0.04837461300309599 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.497738 |
+----------+----------+
| Group(1) | 0.502262 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 11













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Error for row 95 in fold 2: KeyError - 6
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
95      9         5    0    4    10    0     6    6    11     3    2      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 150 in fold 2: KeyError - 2
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
150      0         0    3    5     2   13    20    3     0     7   13      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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Fold 3/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.05127245508982036  | 0.05357142857142857  |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.05726047904191617  | 0.05357142857142857  |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.05726047904191617  | 0.05965045592705167  |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.06773952095808383  | 0.06724924012158055  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.09169161676646706  | 0.06724924012158055  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.07223053892215568  | 0.07484802431610943  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.0782185628742515   | 0.11436170212765957  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.0782185628742515   | 0.0702887537993921   |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.05875748502994012  | 0.06572948328267478  |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.06474550898203593  | 0.05357142857142857  |
+----------+----------------------+----------------------+
| eTIV(10) | 0.05726047904191617  | 0.06724924012158055  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.05127245508982036  | 0.05357142857142857  |
+----------+----------------------+----------------------+
| eTIV(12) | 0.06773952095808383  | 0.05053191489361702  |
+----------+----------------------+----------------------+
| eTIV(13) | 0.049775449101796404 | 0.04901215805471125  |
+----------+----------------------+----------------------+
| eTIV(14) | 0.048278443113772454 | 0.05205167173252279  |
+----------+----------------------+----------------------+
| eTIV(15) | 0.048278443113772454 | 0.047492401215805474 |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+---------------------+-----+--------------------+
| Group   | Group(0)            | ... | Group(1)           |
+---------+---------------------+-----+--------------------+
| eTIV    | eTIV(0)             | ... | eTIV(15)           |
+---------+---------------------+-----+--------------------+
| ASF(0)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(1)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(2)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(3)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(4)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(5)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(6)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(7)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(8)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(9)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(10) | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(11) | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(12) | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(13) | 0.09002433090024334 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(14) | 0.11922141119221416 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
[bnlearn] >CPD of EDUC:
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)            |
+----------+---------------------+-----+---------------------+
| EDUC(0)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(1)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(2)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(4)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(5)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(6)  | 0.09436913451511991 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(7)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(8)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(9)  | 0.12356621480709074 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(10) | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(11) | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(12) | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(13) | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(15) | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+---------------------+-----+----------------------+
| Group    | Group(0)            | ... | Group(1)             |
+----------+---------------------+-----+----------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)             |
+----------+---------------------+-----+----------------------+
| MMSE(0)  | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(2)  | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(6)  | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(10) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(11) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(12) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(13) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(14) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(15) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(16) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(17) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(18) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(19) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(20) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(21) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(22) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(23) | 0.07988645579886455 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(24) | 0.10908353609083536 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
[bnlearn] >CPD of nWBV:
+----------+---------------------+-----+---------------------+
| ASF      | ASF(0)              | ... | ASF(14)             |
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| nWBV(0)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(1)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(2)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(3)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(4)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(5)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(6)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(7)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(8)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(9)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of M/F:
+--------+---------------------+-----+---------------------+----------+
| ASF    | ASF(0)              | ... | ASF(14)             | ASF(14)  |
+--------+---------------------+-----+---------------------+----------+
| Group  | Group(0)            | ... | Group(0)            | Group(1) |
+--------+---------------------+-----+---------------------+----------+
| M/F(0) | 0.29245283018867924 | ... | 0.2358490566037736  | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(1) | 0.2358490566037736  | ... | 0.2358490566037736  | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(2) | 0.2358490566037736  | ... | 0.2358490566037736  | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(3) | 0.2358490566037736  | ... | 0.29245283018867924 | 0.25     |
+--------+---------------------+-----+---------------------+----------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15)            |
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of CDR:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| MMSE    | MMSE(0)             | ... | MMSE(24)            |
+---------+---------------------+-----+---------------------+
| CDR(0)  | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
| CDR(3)  | 0.12500000000000003 | ... | 0.5205263157894737  |
+---------+---------------------+-----+---------------------+
| CDR(5)  | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
| CDR(6)  | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
| CDR(7)  | 0.12500000000000003 | ... | 0.08473684210526317 |
+---------+---------------------+-----+---------------------+
| CDR(8)  | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
| CDR(11) | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
| CDR(14) | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+
| Age          | ... | Age(14)             |
+--------------+-----+---------------------+
| Group        | ... | Group(1)            |
+--------------+-----+---------------------+
| MR Delay(0)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(1)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(2)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(3)  | ... | 0.11003236245954691 |
+--------------+-----+---------------------+
| MR Delay(4)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(5)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(6)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(7)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(8)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(9)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(10) | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(11) | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Visit:
+-----------+---------------------+-----+---------------------+
| Group     | Group(0)            | ... | Group(1)            |
+-----------+---------------------+-----+---------------------+
| MR Delay  | MR Delay(0)         | ... | MR Delay(11)        |
+-----------+---------------------+-----+---------------------+
| Visit(0)  | 0.6645522388059704  | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(3)  | 0.05559701492537315 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(4)  | 0.04664179104477613 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(6)  | 0.04664179104477613 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(7)  | 0.04664179104477613 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(9)  | 0.04664179104477613 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
| Visit(10) | 0.04664179104477613 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
| Visit(12) | 0.04664179104477613 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.503771 |
+----------+----------+
| Group(1) | 0.496229 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 189 in fold 3: KeyError - 4
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
189      3         3    3    7     5    7    17    4     6     6    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 4/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.05015082956259427  | 0.05308734939759036  |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.057692307692307696 | 0.05158132530120482  |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.059200603318250375 | 0.05760542168674699  |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.06825037707390648  | 0.06814759036144578  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.08484162895927602  | 0.07417168674698796  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.07277526395173455  | 0.07868975903614457  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.08333333333333333  | 0.10278614457831325  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.07126696832579185  | 0.07115963855421686  |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.059200603318250375 | 0.06814759036144578  |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.06372549019607843  | 0.0545933734939759   |
+----------+----------------------+----------------------+
| eTIV(10) | 0.057692307692307696 | 0.0651355421686747   |
+----------+----------------------+----------------------+
| eTIV(11) | 0.05618401206636501  | 0.05308734939759036  |
+----------+----------------------+----------------------+
| eTIV(12) | 0.0667420814479638   | 0.05158132530120482  |
+----------+----------------------+----------------------+
| eTIV(13) | 0.05015082956259427  | 0.048569277108433735 |
+----------+----------------------+----------------------+
| eTIV(14) | 0.048642533936651584 | 0.05308734939759036  |
+----------+----------------------+----------------------+
| eTIV(15) | 0.05015082956259427  | 0.048569277108433735 |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| eTIV    | eTIV(0)             | ... | eTIV(15)            |
+---------+---------------------+-----+---------------------+
| ASF(0)  | 0.06265664160401005 | ... | 0.09560723514211888 |
+---------+---------------------+-----+---------------------+
| ASF(1)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(2)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(3)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(4)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(5)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(6)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(7)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(8)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(9)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(13) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(14) | 0.1228070175438597  | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of EDUC:
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)            |
+----------+---------------------+-----+---------------------+
| EDUC(0)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(1)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(2)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(4)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(5)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(6)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(7)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(8)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(9)  | 0.1272824919441461  | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(10) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(11) | 0.06713211600429646 | ... | 0.10022148394241417 |
+----------+---------------------+-----+---------------------+
| EDUC(12) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(13) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(15) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+---------------------+-----+----------------------+
| Group    | Group(0)            | ... | Group(1)             |
+----------+---------------------+-----+----------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)             |
+----------+---------------------+-----+----------------------+
| MMSE(0)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(2)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(6)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(10) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(11) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(12) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(13) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(14) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(15) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(16) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(17) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(18) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(19) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(20) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(21) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(22) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(23) | 0.0822890559732665  | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(24) | 0.0822890559732665  | ... | 0.08484065460809646  |
+----------+---------------------+-----+----------------------+
[bnlearn] >CPD of M/F:
+--------+--------------------+-----+---------------------+
| Group  | Group(0)           | ... | Group(1)            |
+--------+--------------------+-----+---------------------+
| eTIV   | eTIV(0)            | ... | eTIV(15)            |
+--------+--------------------+-----+---------------------+
| M/F(0) | 0.2349624060150376 | ... | 0.27325581395348836 |
+--------+--------------------+-----+---------------------+
| M/F(1) | 0.2349624060150376 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(2) | 0.2349624060150376 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(3) | 0.2951127819548872 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
[bnlearn] >CPD of nWBV:
+----------+---------------------+-----+---------------------+
| ASF      | ASF(0)              | ... | ASF(14)             |
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| nWBV(0)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(1)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(2)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(3)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(4)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(5)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(6)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(7)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(8)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(9)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(10) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(11) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(12) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(13) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15)            |
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of CDR:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| MMSE    | MMSE(0)             | ... | MMSE(24)            |
+---------+---------------------+-----+---------------------+
| CDR(0)  | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(3)  | 0.11111111111111109 | ... | 0.4743496231461221  |
+---------+---------------------+-----+---------------------+
| CDR(4)  | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(5)  | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(6)  | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(7)  | 0.11111111111111109 | ... | 0.10017019207391199 |
+---------+---------------------+-----+---------------------+
| CDR(8)  | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(11) | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(14) | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.09208819714656293 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+
| Age          | ... | Age(14)             |
+--------------+-----+---------------------+
| Group        | ... | Group(1)            |
+--------------+-----+---------------------+
| MR Delay(0)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(1)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(2)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(3)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(4)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(5)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(6)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(7)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(8)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(9)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(10) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(11) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Visit:
+-----------+---------------------+-----+---------------------+
| Group     | Group(0)            | ... | Group(1)            |
+-----------+---------------------+-----+---------------------+
| MR Delay  | MR Delay(0)         | ... | MR Delay(11)        |
+-----------+---------------------+-----+---------------------+
| Visit(0)  | 0.6621384750219107  | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(3)  | 0.06397896581945663 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(4)  | 0.05477651183172657 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(6)  | 0.05477651183172657 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(9)  | 0.05477651183172657 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(10) | 0.05477651183172657 | ... | 0.15921483097055614 |
+-----------+---------------------+-----+---------------------+
| Visit(12) | 0.05477651183172657 | ... | 0.15921483097055614 |
+-----------+---------------------+-----+---------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.499623 |
+----------+----------+
| Group(1) | 0.500377 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 266 in fold 4: KeyError - 7
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
266      7         9    1   11     6    7    21    3     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 5/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.052370030581039756 | 0.05089153046062407  |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.05542813455657492  | 0.05237741456166419  |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.05695718654434251  | 0.056835066864784546 |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.06613149847094801  | 0.07020802377414562  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.08753822629969418  | 0.07169390787518573  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.07224770642201835  | 0.07763744427934621  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.07836391437308869  | 0.11329866270430906  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.08142201834862385  | 0.0687221396731055   |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.060015290519877675 | 0.0687221396731055   |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.06154434250764526  | 0.05237741456166419  |
+----------+----------------------+----------------------+
| eTIV(10) | 0.06307339449541284  | 0.06426448736998513  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.05389908256880734  | 0.05237741456166419  |
+----------+----------------------+----------------------+
| eTIV(12) | 0.060015290519877675 | 0.05089153046062407  |
+----------+----------------------+----------------------+
| eTIV(13) | 0.052370030581039756 | 0.04940564635958395  |
+----------+----------------------+----------------------+
| eTIV(14) | 0.04931192660550459  | 0.05237741456166419  |
+----------+----------------------+----------------------+
| eTIV(15) | 0.04931192660550459  | 0.04791976225854384  |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| eTIV    | eTIV(0)             | ... | eTIV(15)            |
+---------+---------------------+-----+---------------------+
| ASF(0)  | 0.06082725060827252 | ... | 0.09560723514211888 |
+---------+---------------------+-----+---------------------+
| ASF(1)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(2)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(3)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(4)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(5)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(6)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(7)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(8)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(9)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(10) | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(11) | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(12) | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(13) | 0.09002433090024334 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(14) | 0.11922141119221416 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of EDUC:
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)            |
+----------+---------------------+-----+---------------------+
| EDUC(0)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(1)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(2)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(4)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(5)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(6)  | 0.09938236945536215 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(7)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(8)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(9)  | 0.12857944974733293 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(10) | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(11) | 0.07018528916339135 | ... | 0.10554561717352415 |
+----------+---------------------+-----+---------------------+
| EDUC(13) | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(15) | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+----------------------+-----+----------------------+
| Group    | Group(0)             | ... | Group(1)             |
+----------+----------------------+-----+----------------------+
| eTIV     | eTIV(0)              | ... | eTIV(15)             |
+----------+----------------------+-----+----------------------+
| MMSE(6)  | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(10) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(11) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(12) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(13) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(14) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(15) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(16) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(17) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(18) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(19) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(20) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(21) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(22) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(23) | 0.08622262773722628  | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(24) | 0.11541970802919709  | ... | 0.09156976744186046  |
+----------+----------------------+-----+----------------------+
[bnlearn] >CPD of M/F:
+--------+--------------------+-----+---------------------+
| Group  | Group(0)           | ... | Group(1)            |
+--------+--------------------+-----+---------------------+
| eTIV   | eTIV(0)            | ... | eTIV(15)            |
+--------+--------------------+-----+---------------------+
| M/F(0) | 0.2281021897810219 | ... | 0.27325581395348836 |
+--------+--------------------+-----+---------------------+
| M/F(1) | 0.2281021897810219 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(2) | 0.2281021897810219 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(3) | 0.3156934306569343 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
[bnlearn] >CPD of nWBV:
+----------+---------------------+-----+---------------------+
| ASF      | ASF(0)              | ... | ASF(14)             |
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| nWBV(0)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(1)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(2)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(3)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(4)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(5)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(6)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(7)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(8)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(9)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15)            |
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| SES(0)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(1)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(2)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(3)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(4)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(5)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(6)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(7)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(8)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(9)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(11) | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(13) | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(14) | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of CDR:
+---------+----------+----------+-----+---------------------+
| Group   | Group(0) | Group(0) | ... | Group(1)            |
+---------+----------+----------+-----+---------------------+
| MMSE    | MMSE(6)  | MMSE(10) | ... | MMSE(24)            |
+---------+----------+----------+-----+---------------------+
| CDR(0)  | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
| CDR(3)  | 0.125    | 0.125    | ... | 0.4874454148471616  |
+---------+----------+----------+-----+---------------------+
| CDR(4)  | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
| CDR(5)  | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
| CDR(6)  | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
| CDR(7)  | 0.125    | 0.125    | ... | 0.10316593886462883 |
+---------+----------+----------+-----+---------------------+
| CDR(8)  | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
| CDR(14) | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.09208819714656293 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+
| Age          | ... | Age(14)             |
+--------------+-----+---------------------+
| Group        | ... | Group(1)            |
+--------------+-----+---------------------+
| MR Delay(0)  | ... | 0.11003236245954691 |
+--------------+-----+---------------------+
| MR Delay(1)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(2)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(3)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(4)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(5)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(6)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(7)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(8)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(9)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(10) | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(11) | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Visit:
+-----------+---------------------+-----+---------------------+
| Group     | Group(0)            | ... | Group(1)            |
+-----------+---------------------+-----+---------------------+
| MR Delay  | MR Delay(0)         | ... | MR Delay(11)        |
+-----------+---------------------+-----+---------------------+
| Visit(0)  | 0.6705572289156628  | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
| Visit(3)  | 0.04706325301204821 | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
| Visit(4)  | 0.04706325301204821 | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
| Visit(6)  | 0.04706325301204821 | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
| Visit(7)  | 0.04706325301204821 | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
| Visit(9)  | 0.04706325301204821 | ... | 0.14217557251908394 |
+-----------+---------------------+-----+---------------------+
| Visit(10) | 0.04706325301204821 | ... | 0.14217557251908394 |
+-----------+---------------------+-----+---------------------+
| Visit(12) | 0.04706325301204821 | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.492841 |
+----------+----------+
| Group(1) | 0.507159 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 11













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Error for row 331 in fold 5: KeyError - 0
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
331     12         5    0    3     9    0     0    7    10     2    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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Error for row 379 in fold 5: KeyError - 2
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
379      9         4    0    3     9    0     2    7    10     2    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 390 in fold 5: KeyError - 12
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
390      3         2    0    7    12    0    21   11    10     7    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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In [24]:






evaluation['BDeu Hill Climbing (Bayes)'] = evaluation_hc_bayes

























Maximum Likelihood¶


















In [25]:






evaluation_hc_ml = discrete_cross_validation(dementia_df, 'Group', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'ml'})

























Fold 1/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+-----------------------+
| Group    | Group(0)             | Group(1)              |
+----------+----------------------+-----------------------+
| eTIV(0)  | 0.011695906432748537 | 0.01935483870967742   |
+----------+----------------------+-----------------------+
| eTIV(1)  | 0.029239766081871343 | 0.025806451612903226  |
+----------+----------------------+-----------------------+
| eTIV(2)  | 0.03508771929824561  | 0.04516129032258064   |
+----------+----------------------+-----------------------+
| eTIV(3)  | 0.07602339181286549  | 0.1032258064516129    |
+----------+----------------------+-----------------------+
| eTIV(4)  | 0.17543859649122806  | 0.07741935483870968   |
+----------+----------------------+-----------------------+
| eTIV(5)  | 0.10526315789473684  | 0.12903225806451613   |
+----------+----------------------+-----------------------+
| eTIV(6)  | 0.14035087719298245  | 0.27741935483870966   |
+----------+----------------------+-----------------------+
| eTIV(7)  | 0.1286549707602339   | 0.07741935483870968   |
+----------+----------------------+-----------------------+
| eTIV(8)  | 0.03508771929824561  | 0.05806451612903226   |
+----------+----------------------+-----------------------+
| eTIV(9)  | 0.08187134502923976  | 0.012903225806451613  |
+----------+----------------------+-----------------------+
| eTIV(10) | 0.05263157894736842  | 0.1032258064516129    |
+----------+----------------------+-----------------------+
| eTIV(11) | 0.029239766081871343 | 0.025806451612903226  |
+----------+----------------------+-----------------------+
| eTIV(12) | 0.07017543859649122  | 0.012903225806451613  |
+----------+----------------------+-----------------------+
| eTIV(13) | 0.011695906432748537 | 0.012903225806451613  |
+----------+----------------------+-----------------------+
| eTIV(14) | 0.005847953216374269 | 0.012903225806451613  |
+----------+----------------------+-----------------------+
| eTIV(15) | 0.011695906432748537 | 0.0064516129032258064 |
+----------+----------------------+-----------------------+
[bnlearn] >CPD of ASF:
+---------+----------+----------+-----+----------+----------+----------+
| Group   | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+---------+----------+----------+-----+----------+----------+----------+
| eTIV    | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(0)  | 0.0      | 0.0      | ... | 0.0      | 1.0      | 1.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(1)  | 0.0      | 0.0      | ... | 1.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(2)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(3)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(4)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(5)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(6)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(7)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(8)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(9)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(10) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(11) | 0.0      | 0.2      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(12) | 0.0      | 0.6      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(13) | 0.5      | 0.2      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(14) | 0.5      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of EDUC:
+----------+----------+----------+-----+----------+----------+----------+
| Group    | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+----------+----------+----------+-----+----------+----------+----------+
| eTIV     | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(0)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(1)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(2)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(4)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(5)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(6)  | 0.5      | 0.2      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(7)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(8)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(9)  | 0.5      | 0.0      | ... | 0.5      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(10) | 0.0      | 0.0      | ... | 0.5      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(11) | 0.0      | 0.8      | ... | 0.0      | 0.5      | 1.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(12) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(13) | 0.0      | 0.0      | ... | 0.0      | 0.5      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(15) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of MMSE:
+----------+----------+----------+-----+----------+----------+----------+
| Group    | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+----------+----------+----------+-----+----------+----------+----------+
| eTIV     | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(0)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(2)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(6)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(10) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(11) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(12) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(13) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(14) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(15) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(16) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(17) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(18) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(19) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(20) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(21) | 0.0      | 0.0      | ... | 0.5      | 0.5      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(22) | 0.0      | 0.2      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(23) | 0.0      | 0.4      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(24) | 1.0      | 0.4      | ... | 0.5      | 0.5      | 1.0      |
+----------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of nWBV:
+----------+--------------------+-----+----------+---------------------+
| ASF      | ASF(0)             | ... | ASF(14)  | ASF(14)             |
+----------+--------------------+-----+----------+---------------------+
| Group    | Group(0)           | ... | Group(0) | Group(1)            |
+----------+--------------------+-----+----------+---------------------+
| nWBV(0)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(1)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(2)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(3)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(4)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(5)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(6)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(7)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(8)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(9)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(10) | 0.0                | ... | 1.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(11) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(12) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(13) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
[bnlearn] >CPD of M/F:
+--------+----------+----------+-----+----------+----------+----------+
| ASF    | ASF(0)   | ASF(0)   | ... | ASF(13)  | ASF(14)  | ASF(14)  |
+--------+----------+----------+-----+----------+----------+----------+
| Group  | Group(0) | Group(1) | ... | Group(1) | Group(0) | Group(1) |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(0) | 1.0      | 1.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(1) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(2) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(3) | 0.0      | 0.0      | ... | 1.0      | 1.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+----------+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15) | EDUC(15)            |
+---------+---------------------+-----+----------+---------------------+
| Group   | Group(0)            | ... | Group(0) | Group(1)            |
+---------+---------------------+-----+----------+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 1.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
[bnlearn] >CPD of CDR:
+---------+---------------------+-----+----------------------+
| Group   | Group(0)            | ... | Group(1)             |
+---------+---------------------+-----+----------------------+
| MMSE    | MMSE(0)             | ... | MMSE(24)             |
+---------+---------------------+-----+----------------------+
| CDR(0)  | 0.14285714285714285 | ... | 0.0                  |
+---------+---------------------+-----+----------------------+
| CDR(3)  | 0.14285714285714285 | ... | 0.9545454545454546   |
+---------+---------------------+-----+----------------------+
| CDR(4)  | 0.14285714285714285 | ... | 0.0                  |
+---------+---------------------+-----+----------------------+
| CDR(6)  | 0.14285714285714285 | ... | 0.0                  |
+---------+---------------------+-----+----------------------+
| CDR(7)  | 0.14285714285714285 | ... | 0.045454545454545456 |
+---------+---------------------+-----+----------------------+
| CDR(11) | 0.14285714285714285 | ... | 0.0                  |
+---------+---------------------+-----+----------------------+
| CDR(14) | 0.14285714285714285 | ... | 0.0                  |
+---------+---------------------+-----+----------------------+
[bnlearn] >CPD of Age:
+---------+----------+-----+---------------------+
| Group   | Group(0) | ... | Group(1)            |
+---------+----------+-----+---------------------+
| nWBV    | nWBV(0)  | ... | nWBV(13)            |
+---------+----------+-----+---------------------+
| Age(0)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(1)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(2)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(3)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(4)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(5)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(6)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(7)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(8)  | 1.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(9)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(10) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(11) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(12) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(13) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(14) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+----------+-----+----------+----------+
| Age          | Age(0)   | ... | Age(14)  | Age(14)  |
+--------------+----------+-----+----------+----------+
| Group        | Group(0) | ... | Group(0) | Group(1) |
+--------------+----------+-----+----------+----------+
| MR Delay(0)  | 0.8      | ... | 0.0      | 0.5      |
+--------------+----------+-----+----------+----------+
| MR Delay(1)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(2)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(3)  | 0.0      | ... | 0.0      | 0.5      |
+--------------+----------+-----+----------+----------+
| MR Delay(4)  | 0.2      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(5)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(6)  | 0.0      | ... | 1.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(7)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(8)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(9)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(10) | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(11) | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
[bnlearn] >CPD of Visit:
+-----------+----------------------+-----+--------------+--------------+
| Group     | Group(0)             | ... | Group(1)     | Group(1)     |
+-----------+----------------------+-----+--------------+--------------+
| MR Delay  | MR Delay(0)          | ... | MR Delay(10) | MR Delay(11) |
+-----------+----------------------+-----+--------------+--------------+
| Visit(0)  | 0.9868421052631579   | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(3)  | 0.013157894736842105 | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(4)  | 0.0                  | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(6)  | 0.0                  | ... | 1.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(7)  | 0.0                  | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(9)  | 0.0                  | ... | 0.0          | 0.5          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(12) | 0.0                  | ... | 0.0          | 0.5          |
+-----------+----------------------+-----+--------------+--------------+
[bnlearn] >CPD of Group:
+----------+---------+
| Group(0) | 0.52454 |
+----------+---------+
| Group(1) | 0.47546 |
+----------+---------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 8 in fold 1: KeyError - 10
Row causing error:    Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
8     10        10    0   10     8    4    23    3     8     3    4      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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Error for row 18 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
18      3         2    0    4     8    5    18    5     8     4    5      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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Error for row 41 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
41      3         2    1    5     6    8    16    5     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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Error for row 52 in fold 1: KeyError - 8
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
52      3         3    0    9     6    9    15    8     6     1    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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Error for row 56 in fold 1: KeyError - 10
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
56     10        11    0   11     6    9    21    3     7     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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Error for row 61 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
61      0         0    0    7     6    7    20    5     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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Fold 2/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------+----------------------+
| Group    | Group(0) | Group(1)             |
+----------+----------+----------------------+
| eTIV(0)  | 0.0125   | 0.012048192771084338 |
+----------+----------+----------------------+
| eTIV(1)  | 0.025    | 0.030120481927710843 |
+----------+----------+----------------------+
| eTIV(2)  | 0.03125  | 0.04216867469879518  |
+----------+----------+----------------------+
| eTIV(3)  | 0.06875  | 0.0783132530120482   |
+----------+----------+----------------------+
| eTIV(4)  | 0.18125  | 0.0963855421686747   |
+----------+----------+----------------------+
| eTIV(5)  | 0.075    | 0.12048192771084337  |
+----------+----------+----------------------+
| eTIV(6)  | 0.16875  | 0.25903614457831325  |
+----------+----------+----------------------+
| eTIV(7)  | 0.11875  | 0.08433734939759036  |
+----------+----------+----------------------+
| eTIV(8)  | 0.0375   | 0.08433734939759036  |
+----------+----------+----------------------+
| eTIV(9)  | 0.0875   | 0.030120481927710843 |
+----------+----------+----------------------+
| eTIV(10) | 0.04375  | 0.09036144578313253  |
+----------+----------+----------------------+
| eTIV(11) | 0.0375   | 0.024096385542168676 |
+----------+----------+----------------------+
| eTIV(12) | 0.08125  | 0.012048192771084338 |
+----------+----------+----------------------+
| eTIV(13) | 0.01875  | 0.012048192771084338 |
+----------+----------+----------------------+
| eTIV(14) | 0.0      | 0.018072289156626505 |
+----------+----------+----------------------+
| eTIV(15) | 0.0125   | 0.006024096385542169 |
+----------+----------+----------------------+
[bnlearn] >CPD of ASF:
+---------+----------+----------+-----+--------------------+----------+
| Group   | Group(0) | Group(0) | ... | Group(1)           | Group(1) |
+---------+----------+----------+-----+--------------------+----------+
| eTIV    | eTIV(0)  | eTIV(1)  | ... | eTIV(14)           | eTIV(15) |
+---------+----------+----------+-----+--------------------+----------+
| ASF(0)  | 0.0      | 0.0      | ... | 0.6666666666666666 | 1.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(1)  | 0.0      | 0.0      | ... | 0.3333333333333333 | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(2)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(3)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(4)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(5)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(6)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(7)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(8)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(9)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(10) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(11) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(12) | 0.0      | 0.75     | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(13) | 0.5      | 0.25     | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(14) | 0.5      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
[bnlearn] >CPD of EDUC:
+----------+----------+----------+-----+--------------------+----------+
| Group    | Group(0) | Group(0) | ... | Group(1)           | Group(1) |
+----------+----------+----------+-----+--------------------+----------+
| eTIV     | eTIV(0)  | eTIV(1)  | ... | eTIV(14)           | eTIV(15) |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(0)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(1)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(4)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(5)  | 0.0      | 0.25     | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(6)  | 0.5      | 0.25     | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(7)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(8)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(9)  | 0.5      | 0.0      | ... | 0.3333333333333333 | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(10) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(11) | 0.0      | 0.5      | ... | 0.3333333333333333 | 1.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(12) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(13) | 0.0      | 0.0      | ... | 0.3333333333333333 | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(15) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
[bnlearn] >CPD of MMSE:
+----------+----------+----------+-----+--------------------+----------+
| Group    | Group(0) | Group(0) | ... | Group(1)           | Group(1) |
+----------+----------+----------+-----+--------------------+----------+
| eTIV     | eTIV(0)  | eTIV(1)  | ... | eTIV(14)           | eTIV(15) |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(0)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(2)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(10) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(11) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(12) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(13) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(14) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(15) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(16) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(17) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(18) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(19) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(20) | 0.0      | 0.0      | ... | 0.3333333333333333 | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(21) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(22) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(23) | 0.5      | 0.25     | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(24) | 0.5      | 0.75     | ... | 0.6666666666666666 | 1.0      |
+----------+----------+----------+-----+--------------------+----------+
[bnlearn] >CPD of M/F:
+--------+----------+----------+-----+----------+----------+----------+
| Group  | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+--------+----------+----------+-----+----------+----------+----------+
| eTIV   | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(0) | 0.0      | 0.0      | ... | 0.5      | 1.0      | 1.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(1) | 0.0      | 0.0      | ... | 0.5      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(2) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(3) | 1.0      | 1.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of nWBV:
+----------+----------+----------+-----+----------+---------------------+
| ASF      | ASF(0)   | ASF(0)   | ... | ASF(14)  | ASF(14)             |
+----------+----------+----------+-----+----------+---------------------+
| Group    | Group(0) | Group(1) | ... | Group(0) | Group(1)            |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(0)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(1)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(2)  | 0.5      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(3)  | 0.5      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(4)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(5)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(6)  | 0.0      | 1.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(7)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(8)  | 0.0      | 0.0      | ... | 1.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(9)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(10) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(11) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(12) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(13) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+----------+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15) | EDUC(15)            |
+---------+---------------------+-----+----------+---------------------+
| Group   | Group(0)            | ... | Group(0) | Group(1)            |
+---------+---------------------+-----+----------+---------------------+
| SES(0)  | 0.08333333333333333 | ... | 1.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(1)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(2)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(3)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(4)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(5)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(6)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(7)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(8)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(9)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(11) | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(14) | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
[bnlearn] >CPD of CDR:
+---------+--------------------+-----+---------------------+
| Group   | Group(0)           | ... | Group(1)            |
+---------+--------------------+-----+---------------------+
| MMSE    | MMSE(0)            | ... | MMSE(24)            |
+---------+--------------------+-----+---------------------+
| CDR(0)  | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(3)  | 0.1111111111111111 | ... | 0.9285714285714286  |
+---------+--------------------+-----+---------------------+
| CDR(4)  | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(5)  | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(6)  | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(7)  | 0.1111111111111111 | ... | 0.07142857142857142 |
+---------+--------------------+-----+---------------------+
| CDR(8)  | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(11) | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(14) | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
[bnlearn] >CPD of Age:
+---------+----------+----------+-----+---------------------+
| Group   | Group(0) | Group(0) | ... | Group(1)            |
+---------+----------+----------+-----+---------------------+
| nWBV    | nWBV(0)  | nWBV(1)  | ... | nWBV(13)            |
+---------+----------+----------+-----+---------------------+
| Age(0)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(1)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(2)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(3)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(4)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(5)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(6)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(7)  | 0.0      | 0.4      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(8)  | 1.0      | 0.2      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(9)  | 0.0      | 0.2      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(10) | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(11) | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(12) | 0.0      | 0.2      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(13) | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(14) | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+----------+----------+
| Age          | ... | Age(14)  | Age(14)  |
+--------------+-----+----------+----------+
| Group        | ... | Group(0) | Group(1) |
+--------------+-----+----------+----------+
| MR Delay(0)  | ... | 0.0      | 0.5      |
+--------------+-----+----------+----------+
| MR Delay(1)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(2)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(3)  | ... | 0.0      | 0.5      |
+--------------+-----+----------+----------+
| MR Delay(4)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(5)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(6)  | ... | 1.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(7)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(8)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(9)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(10) | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(11) | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
[bnlearn] >CPD of Visit:
+-----------+----------------------+-----+--------------------+
| Group     | Group(0)             | ... | Group(1)           |
+-----------+----------------------+-----+--------------------+
| MR Delay  | MR Delay(0)          | ... | MR Delay(11)       |
+-----------+----------------------+-----+--------------------+
| Visit(0)  | 0.9848484848484849   | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(3)  | 0.015151515151515152 | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(4)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(6)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(7)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(9)  | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
| Visit(10) | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
| Visit(12) | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.490798 |
+----------+----------+
| Group(1) | 0.509202 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 95 in fold 2: KeyError - 6
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
95      9         5    0    4    10    0     6    6    11     3    2      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 150 in fold 2: KeyError - 2
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
150      0         0    3    5     2   13    20    3     0     7   13      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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Fold 3/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.017857142857142856 | 0.02531645569620253  |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.041666666666666664 | 0.02531645569620253  |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.041666666666666664 | 0.05063291139240506  |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.08333333333333333  | 0.08227848101265822  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.17857142857142858  | 0.08227848101265822  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.10119047619047619  | 0.11392405063291139  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.125                | 0.27848101265822783  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.125                | 0.0949367088607595   |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.047619047619047616 | 0.0759493670886076   |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.07142857142857142  | 0.02531645569620253  |
+----------+----------------------+----------------------+
| eTIV(10) | 0.041666666666666664 | 0.08227848101265822  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.017857142857142856 | 0.02531645569620253  |
+----------+----------------------+----------------------+
| eTIV(12) | 0.08333333333333333  | 0.012658227848101266 |
+----------+----------------------+----------------------+
| eTIV(13) | 0.011904761904761904 | 0.006329113924050633 |
+----------+----------------------+----------------------+
| eTIV(14) | 0.005952380952380952 | 0.0189873417721519   |
+----------+----------------------+----------------------+
| eTIV(15) | 0.005952380952380952 | 0.0                  |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+--------------------+-----+---------------------+
| Group   | Group(0)           | ... | Group(1)            |
+---------+--------------------+-----+---------------------+
| eTIV    | eTIV(0)            | ... | eTIV(15)            |
+---------+--------------------+-----+---------------------+
| ASF(0)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(1)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(2)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(3)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(4)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(5)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(6)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(7)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(8)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(9)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(10) | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(11) | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(12) | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(13) | 0.3333333333333333 | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(14) | 0.6666666666666666 | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
[bnlearn] >CPD of EDUC:
+----------+--------------------+-----+---------------------+
| Group    | Group(0)           | ... | Group(1)            |
+----------+--------------------+-----+---------------------+
| eTIV     | eTIV(0)            | ... | eTIV(15)            |
+----------+--------------------+-----+---------------------+
| EDUC(0)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(1)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(2)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(4)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(5)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(6)  | 0.3333333333333333 | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(7)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(8)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(9)  | 0.6666666666666666 | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(10) | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(11) | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(12) | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(13) | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(15) | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+--------------------+-----+---------------------+
| Group    | Group(0)           | ... | Group(1)            |
+----------+--------------------+-----+---------------------+
| eTIV     | eTIV(0)            | ... | eTIV(15)            |
+----------+--------------------+-----+---------------------+
| MMSE(0)  | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(2)  | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(6)  | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(10) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(11) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(12) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(13) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(14) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(15) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(16) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(17) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(18) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(19) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(20) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(21) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(22) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(23) | 0.3333333333333333 | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(24) | 0.6666666666666666 | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
[bnlearn] >CPD of nWBV:
+----------+----------+----------+-----+----------+---------------------+
| ASF      | ASF(0)   | ASF(0)   | ... | ASF(14)  | ASF(14)             |
+----------+----------+----------+-----+----------+---------------------+
| Group    | Group(0) | Group(1) | ... | Group(0) | Group(1)            |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(0)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(1)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(2)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(3)  | 0.5      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(4)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(5)  | 0.5      | 0.5      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(6)  | 0.0      | 0.5      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(7)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(8)  | 0.0      | 0.0      | ... | 0.5      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(9)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(10) | 0.0      | 0.0      | ... | 0.5      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(11) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(12) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(13) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
[bnlearn] >CPD of M/F:
+--------+----------+----------+-----+----------+----------+----------+
| ASF    | ASF(0)   | ASF(0)   | ... | ASF(13)  | ASF(14)  | ASF(14)  |
+--------+----------+----------+-----+----------+----------+----------+
| Group  | Group(0) | Group(1) | ... | Group(1) | Group(0) | Group(1) |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(0) | 1.0      | 1.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(1) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(2) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(3) | 0.0      | 0.0      | ... | 1.0      | 1.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+----------+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15) | EDUC(15)            |
+---------+---------------------+-----+----------+---------------------+
| Group   | Group(0)            | ... | Group(0) | Group(1)            |
+---------+---------------------+-----+----------+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 1.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
[bnlearn] >CPD of CDR:
+---------+----------+----------+-----+----------+----------+----------+
| Group   | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+---------+----------+----------+-----+----------+----------+----------+
| MMSE    | MMSE(0)  | MMSE(2)  | ... | MMSE(22) | MMSE(23) | MMSE(24) |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(0)  | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(3)  | 0.125    | 0.125    | ... | 0.65     | 0.95     | 0.96     |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(5)  | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(6)  | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(7)  | 0.125    | 0.125    | ... | 0.35     | 0.05     | 0.04     |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(8)  | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(11) | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(14) | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+----------+
| Age          | ... | Age(14)             | Age(14)  |
+--------------+-----+---------------------+----------+
| Group        | ... | Group(0)            | Group(1) |
+--------------+-----+---------------------+----------+
| MR Delay(0)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(1)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(2)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(3)  | ... | 0.08333333333333333 | 1.0      |
+--------------+-----+---------------------+----------+
| MR Delay(4)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(5)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(6)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(7)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(8)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(9)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(10) | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(11) | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
[bnlearn] >CPD of Visit:
+-----------+----------------------+-----+--------------------+
| Group     | Group(0)             | ... | Group(1)           |
+-----------+----------------------+-----+--------------------+
| MR Delay  | MR Delay(0)          | ... | MR Delay(11)       |
+-----------+----------------------+-----+--------------------+
| Visit(0)  | 0.9857142857142858   | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(3)  | 0.014285714285714285 | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(4)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(6)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(7)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(9)  | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
| Visit(10) | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
| Visit(12) | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.515337 |
+----------+----------+
| Group(1) | 0.484663 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 189 in fold 3: KeyError - 4
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
189      3         3    3    7     5    7    17    4     6     6    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 4/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.012269938650306749 | 0.024390243902439025 |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.04294478527607362  | 0.018292682926829267 |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.049079754601226995 | 0.042682926829268296 |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.08588957055214724  | 0.08536585365853659  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.15337423312883436  | 0.10975609756097561  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.10429447852760736  | 0.12804878048780488  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.147239263803681    | 0.22560975609756098  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.09815950920245399  | 0.0975609756097561   |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.049079754601226995 | 0.08536585365853659  |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.06748466257668712  | 0.03048780487804878  |
+----------+----------------------+----------------------+
| eTIV(10) | 0.04294478527607362  | 0.07317073170731707  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.03680981595092025  | 0.024390243902439025 |
+----------+----------------------+----------------------+
| eTIV(12) | 0.07975460122699386  | 0.018292682926829267 |
+----------+----------------------+----------------------+
| eTIV(13) | 0.012269938650306749 | 0.006097560975609756 |
+----------+----------------------+----------------------+
| eTIV(14) | 0.006134969325153374 | 0.024390243902439025 |
+----------+----------------------+----------------------+
| eTIV(15) | 0.012269938650306749 | 0.006097560975609756 |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+----------+-----+----------+----------+----------+
| Group   | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+---------+----------+-----+----------+----------+----------+
| eTIV    | eTIV(0)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+---------+----------+-----+----------+----------+----------+
| ASF(0)  | 0.0      | ... | 0.0      | 0.75     | 1.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(1)  | 0.0      | ... | 1.0      | 0.25     | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(2)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(3)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(4)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(5)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(6)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(7)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(8)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(9)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(10) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(11) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(12) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(13) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(14) | 1.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of EDUC:
+----------+----------+-----+----------+----------+----------+
| Group    | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+----------+----------+-----+----------+----------+----------+
| eTIV     | eTIV(0)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+----------+-----+----------+----------+----------+
| EDUC(0)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(1)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(2)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(4)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(5)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(6)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(7)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(8)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(9)  | 1.0      | ... | 1.0      | 0.25     | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(10) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(11) | 0.0      | ... | 0.0      | 0.25     | 1.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(12) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(13) | 0.0      | ... | 0.0      | 0.5      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(15) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of MMSE:
+----------+----------+-----+----------+----------+----------+
| Group    | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+----------+----------+-----+----------+----------+----------+
| eTIV     | eTIV(0)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+----------+-----+----------+----------+----------+
| MMSE(0)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(2)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(6)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(10) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(11) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(12) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(13) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(14) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(15) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(16) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(17) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(18) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(19) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(20) | 0.0      | ... | 0.0      | 0.25     | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(21) | 0.0      | ... | 0.0      | 0.25     | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(22) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(23) | 0.5      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(24) | 0.5      | ... | 1.0      | 0.5      | 1.0      |
+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of M/F:
+--------+----------+----------+-----+----------+----------+----------+
| Group  | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+--------+----------+----------+-----+----------+----------+----------+
| eTIV   | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(0) | 0.0      | 0.0      | ... | 1.0      | 1.0      | 1.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(1) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(2) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(3) | 1.0      | 1.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of nWBV:
+----------+--------------------+-----+----------+---------------------+
| ASF      | ASF(0)             | ... | ASF(14)  | ASF(14)             |
+----------+--------------------+-----+----------+---------------------+
| Group    | Group(0)           | ... | Group(0) | Group(1)            |
+----------+--------------------+-----+----------+---------------------+
| nWBV(0)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(1)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(2)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(3)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(4)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(5)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(6)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(7)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(8)  | 0.0                | ... | 0.5      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(9)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(10) | 0.0                | ... | 0.5      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(11) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(12) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(13) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+----------+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15) | EDUC(15)            |
+---------+---------------------+-----+----------+---------------------+
| Group   | Group(0)            | ... | Group(0) | Group(1)            |
+---------+---------------------+-----+----------+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 1.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
[bnlearn] >CPD of CDR:
+---------+--------------------+-----+----------+---------------------+
| Group   | Group(0)           | ... | Group(1) | Group(1)            |
+---------+--------------------+-----+----------+---------------------+
| MMSE    | MMSE(0)            | ... | MMSE(23) | MMSE(24)            |
+---------+--------------------+-----+----------+---------------------+
| CDR(0)  | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(3)  | 0.1111111111111111 | ... | 0.95     | 0.9130434782608695  |
+---------+--------------------+-----+----------+---------------------+
| CDR(4)  | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(5)  | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(6)  | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(7)  | 0.1111111111111111 | ... | 0.05     | 0.08695652173913043 |
+---------+--------------------+-----+----------+---------------------+
| CDR(8)  | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(11) | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(14) | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
[bnlearn] >CPD of Age:
+---------+----------+-----+---------------------+
| Group   | Group(0) | ... | Group(1)            |
+---------+----------+-----+---------------------+
| nWBV    | nWBV(0)  | ... | nWBV(13)            |
+---------+----------+-----+---------------------+
| Age(0)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(1)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(2)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(3)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(4)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(5)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(6)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(7)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(8)  | 1.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(9)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(10) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(11) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(12) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(13) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(14) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+----------+-----+----------+----------+
| Age          | Age(0)   | ... | Age(14)  | Age(14)  |
+--------------+----------+-----+----------+----------+
| Group        | Group(0) | ... | Group(0) | Group(1) |
+--------------+----------+-----+----------+----------+
| MR Delay(0)  | 0.8      | ... | 0.0      | 0.5      |
+--------------+----------+-----+----------+----------+
| MR Delay(1)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(2)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(3)  | 0.2      | ... | 0.0      | 0.5      |
+--------------+----------+-----+----------+----------+
| MR Delay(4)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(5)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(6)  | 0.0      | ... | 1.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(7)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(8)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(9)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(10) | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(11) | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
[bnlearn] >CPD of Visit:
+-----------+----------------------+-----+--------------+--------------+
| Group     | Group(0)             | ... | Group(1)     | Group(1)     |
+-----------+----------------------+-----+--------------+--------------+
| MR Delay  | MR Delay(0)          | ... | MR Delay(10) | MR Delay(11) |
+-----------+----------------------+-----+--------------+--------------+
| Visit(0)  | 0.9850746268656716   | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(3)  | 0.014925373134328358 | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(4)  | 0.0                  | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(6)  | 0.0                  | ... | 0.5          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(9)  | 0.0                  | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(10) | 0.0                  | ... | 0.5          | 0.5          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(12) | 0.0                  | ... | 0.0          | 0.5          |
+-----------+----------------------+-----+--------------+--------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.498471 |
+----------+----------+
| Group(1) | 0.501529 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 11













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Error for row 266 in fold 4: KeyError - 7
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
266      7         9    1   11     6    7    21    3     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 5/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.01948051948051948  | 0.017341040462427744 |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.032467532467532464 | 0.023121387283236993 |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.03896103896103896  | 0.04046242774566474  |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.07792207792207792  | 0.09248554913294797  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.16883116883116883  | 0.09826589595375723  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.1038961038961039   | 0.12138728323699421  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.12987012987012986  | 0.26011560693641617  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.14285714285714285  | 0.08670520231213873  |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.05194805194805195  | 0.08670520231213873  |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.05844155844155844  | 0.023121387283236993 |
+----------+----------------------+----------------------+
| eTIV(10) | 0.06493506493506493  | 0.06936416184971098  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.025974025974025976 | 0.023121387283236993 |
+----------+----------------------+----------------------+
| eTIV(12) | 0.05194805194805195  | 0.017341040462427744 |
+----------+----------------------+----------------------+
| eTIV(13) | 0.01948051948051948  | 0.011560693641618497 |
+----------+----------------------+----------------------+
| eTIV(14) | 0.006493506493506494 | 0.023121387283236993 |
+----------+----------------------+----------------------+
| eTIV(15) | 0.006493506493506494 | 0.005780346820809248 |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+--------------------+-----+----------+----------+----------+
| Group   | Group(0)           | ... | Group(1) | Group(1) | Group(1) |
+---------+--------------------+-----+----------+----------+----------+
| eTIV    | eTIV(0)            | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+---------+--------------------+-----+----------+----------+----------+
| ASF(0)  | 0.0                | ... | 0.0      | 0.75     | 1.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(1)  | 0.0                | ... | 1.0      | 0.25     | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(2)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(3)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(4)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(5)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(6)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(7)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(8)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(9)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(10) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(11) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(12) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(13) | 0.3333333333333333 | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(14) | 0.6666666666666666 | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
[bnlearn] >CPD of EDUC:
+----------+--------------------+-----+----------+----------+----------+
| Group    | Group(0)           | ... | Group(1) | Group(1) | Group(1) |
+----------+--------------------+-----+----------+----------+----------+
| eTIV     | eTIV(0)            | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(0)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(1)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(2)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(4)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(5)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(6)  | 0.3333333333333333 | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(7)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(8)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(9)  | 0.6666666666666666 | ... | 0.5      | 0.25     | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(10) | 0.0                | ... | 0.5      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(11) | 0.0                | ... | 0.0      | 0.25     | 1.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(13) | 0.0                | ... | 0.0      | 0.5      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(15) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
[bnlearn] >CPD of MMSE:
+----------+--------------------+-----+----------+----------+----------+
| Group    | Group(0)           | ... | Group(1) | Group(1) | Group(1) |
+----------+--------------------+-----+----------+----------+----------+
| eTIV     | eTIV(0)            | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(6)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(10) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(11) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(12) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(13) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(14) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(15) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(16) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(17) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(18) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(19) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(20) | 0.0                | ... | 0.0      | 0.25     | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(21) | 0.0                | ... | 0.5      | 0.25     | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(22) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(23) | 0.3333333333333333 | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(24) | 0.6666666666666666 | ... | 0.5      | 0.5      | 1.0      |
+----------+--------------------+-----+----------+----------+----------+
[bnlearn] >CPD of M/F:
+--------+----------+----------+-----+----------+----------+----------+
| Group  | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+--------+----------+----------+-----+----------+----------+----------+
| eTIV   | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(0) | 0.0      | 0.0      | ... | 0.5      | 1.0      | 1.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(1) | 0.0      | 0.0      | ... | 0.5      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(2) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(3) | 1.0      | 1.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of nWBV:
+----------+----------+----------+-----+----------+---------------------+
| ASF      | ASF(0)   | ASF(0)   | ... | ASF(14)  | ASF(14)             |
+----------+----------+----------+-----+----------+---------------------+
| Group    | Group(0) | Group(1) | ... | Group(0) | Group(1)            |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(0)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(1)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(2)  | 0.5      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(3)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(4)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(5)  | 0.5      | 0.25     | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(6)  | 0.0      | 0.75     | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(7)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(8)  | 0.0      | 0.0      | ... | 0.5      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(9)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(10) | 0.0      | 0.0      | ... | 0.5      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(11) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(12) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(13) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+----------+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15) | EDUC(15)            |
+---------+---------------------+-----+----------+---------------------+
| Group   | Group(0)            | ... | Group(0) | Group(1)            |
+---------+---------------------+-----+----------+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 1.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
[bnlearn] >CPD of CDR:
+---------+----------+----------+-----+----------+---------------------+
| Group   | Group(0) | Group(0) | ... | Group(1) | Group(1)            |
+---------+----------+----------+-----+----------+---------------------+
| MMSE    | MMSE(6)  | MMSE(10) | ... | MMSE(23) | MMSE(24)            |
+---------+----------+----------+-----+----------+---------------------+
| CDR(0)  | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(3)  | 0.125    | 0.125    | ... | 1.0      | 0.9230769230769231  |
+---------+----------+----------+-----+----------+---------------------+
| CDR(4)  | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(5)  | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(6)  | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(7)  | 0.125    | 0.125    | ... | 0.0      | 0.07692307692307693 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(8)  | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(14) | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
[bnlearn] >CPD of Age:
+---------+----------+-----+---------------------+
| Group   | Group(0) | ... | Group(1)            |
+---------+----------+-----+---------------------+
| nWBV    | nWBV(0)  | ... | nWBV(13)            |
+---------+----------+-----+---------------------+
| Age(0)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(1)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(2)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(3)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(4)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(5)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(6)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(7)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(8)  | 1.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(9)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(10) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(11) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(12) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(13) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(14) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+----------+----------+
| Age          | ... | Age(14)  | Age(14)  |
+--------------+-----+----------+----------+
| Group        | ... | Group(0) | Group(1) |
+--------------+-----+----------+----------+
| MR Delay(0)  | ... | 0.0      | 1.0      |
+--------------+-----+----------+----------+
| MR Delay(1)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(2)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(3)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(4)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(5)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(6)  | ... | 1.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(7)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(8)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(9)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(10) | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(11) | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
[bnlearn] >CPD of Visit:
+-----------+-------------+-----+--------------+--------------+
| Group     | Group(0)    | ... | Group(1)     | Group(1)     |
+-----------+-------------+-----+--------------+--------------+
| MR Delay  | MR Delay(0) | ... | MR Delay(10) | MR Delay(11) |
+-----------+-------------+-----+--------------+--------------+
| Visit(0)  | 1.0         | ... | 0.0          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
| Visit(3)  | 0.0         | ... | 0.0          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
| Visit(4)  | 0.0         | ... | 0.0          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
| Visit(6)  | 0.0         | ... | 0.5          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
| Visit(7)  | 0.0         | ... | 0.0          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
| Visit(9)  | 0.0         | ... | 0.0          | 0.5          |
+-----------+-------------+-----+--------------+--------------+
| Visit(10) | 0.0         | ... | 0.5          | 0.5          |
+-----------+-------------+-----+--------------+--------------+
| Visit(12) | 0.0         | ... | 0.0          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.470948 |
+----------+----------+
| Group(1) | 0.529052 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 11













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Error for row 331 in fold 5: KeyError - 0
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
331     12         5    0    3     9    0     0    7    10     2    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 379 in fold 5: KeyError - 2
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
379      9         4    0    3     9    0     2    7    10     2    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 390 in fold 5: KeyError - 12
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
390      3         2    0    7    12    0    21   11    10     7    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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In [26]:






evaluation['BDeu Hill Climbing (Maximum Likelihood)'] = evaluation_hc_ml

























PC Algorithm¶


















In [27]:






structure_kwargs_pc = {'methodtype': 'pc'}

























Bayes¶


















In [28]:






evaluation_pc_bayes = discrete_cross_validation(dementia_df, 'Group', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'bayes'})

























Fold 1/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+---------------------+----------------------+
| Group    | Group(0)            | Group(1)             |
+----------+---------------------+----------------------+
| eTIV(0)  | 0.04955290611028316 | 0.052290076335877865 |
+----------+---------------------+----------------------+
| eTIV(1)  | 0.05402384500745157 | 0.05381679389312977  |
+----------+---------------------+----------------------+
| eTIV(2)  | 0.05551415797317437 | 0.0583969465648855   |
+----------+---------------------+----------------------+
| eTIV(3)  | 0.06594634873323398 | 0.07213740458015268  |
+----------+---------------------+----------------------+
| eTIV(4)  | 0.0912816691505216  | 0.06603053435114503  |
+----------+---------------------+----------------------+
| eTIV(5)  | 0.073397913561848   | 0.07824427480916031  |
+----------+---------------------+----------------------+
| eTIV(6)  | 0.0823397913561848  | 0.1133587786259542   |
+----------+---------------------+----------------------+
| eTIV(7)  | 0.0793591654247392  | 0.06603053435114503  |
+----------+---------------------+----------------------+
| eTIV(8)  | 0.05551415797317437 | 0.061450381679389314 |
+----------+---------------------+----------------------+
| eTIV(9)  | 0.06743666169895678 | 0.05076335877862596  |
+----------+---------------------+----------------------+
| eTIV(10) | 0.05998509687034277 | 0.07213740458015268  |
+----------+---------------------+----------------------+
| eTIV(11) | 0.05402384500745157 | 0.05381679389312977  |
+----------+---------------------+----------------------+
| eTIV(12) | 0.06445603576751117 | 0.05076335877862596  |
+----------+---------------------+----------------------+
| eTIV(13) | 0.04955290611028316 | 0.05076335877862596  |
+----------+---------------------+----------------------+
| eTIV(14) | 0.04806259314456036 | 0.05076335877862596  |
+----------+---------------------+----------------------+
| eTIV(15) | 0.04955290611028316 | 0.04923664122137405  |
+----------+---------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| eTIV    | eTIV(0)             | ... | eTIV(15)            |
+---------+---------------------+-----+---------------------+
| ASF(0)  | 0.06265664160401005 | ... | 0.09560723514211888 |
+---------+---------------------+-----+---------------------+
| ASF(1)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(2)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(3)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(4)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(5)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(6)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(7)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(8)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(9)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(13) | 0.09273182957393486 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(14) | 0.09273182957393486 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of EDUC:
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)            |
+----------+---------------------+-----+---------------------+
| EDUC(0)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(1)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(2)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(4)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(5)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(6)  | 0.09720730397422127 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(7)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(8)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(9)  | 0.09720730397422127 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(10) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(11) | 0.06713211600429646 | ... | 0.10022148394241417 |
+----------+---------------------+-----+---------------------+
| EDUC(12) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(13) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(15) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+---------------------+-----+----------------------+
| Group    | Group(0)            | ... | Group(1)             |
+----------+---------------------+-----+----------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)             |
+----------+---------------------+-----+----------------------+
| MMSE(0)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(2)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(6)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(10) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(11) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(12) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(13) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(14) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(15) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(16) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(17) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(18) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(19) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(20) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(21) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(22) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(23) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(24) | 0.11236424394319132 | ... | 0.08484065460809646  |
+----------+---------------------+-----+----------------------+
[bnlearn] >CPD of nWBV:
+----------+---------------------+-----+---------------------+
| ASF      | ASF(0)              | ... | ASF(14)             |
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| nWBV(0)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(1)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(2)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(3)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(4)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(5)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(6)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(7)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(8)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(9)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(10) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(11) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(12) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(13) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of M/F:
+--------+---------------------+-----+---------------------+----------+
| ASF    | ASF(0)              | ... | ASF(14)             | ASF(14)  |
+--------+---------------------+-----+---------------------+----------+
| Group  | Group(0)            | ... | Group(0)            | Group(1) |
+--------+---------------------+-----+---------------------+----------+
| M/F(0) | 0.3119266055045872  | ... | 0.24271844660194175 | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(1) | 0.22935779816513763 | ... | 0.24271844660194175 | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(2) | 0.22935779816513763 | ... | 0.24271844660194175 | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(3) | 0.22935779816513763 | ... | 0.27184466019417475 | 0.25     |
+--------+---------------------+-----+---------------------+----------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15)            |
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of CDR:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| MMSE    | MMSE(0)             | ... | MMSE(24)            |
+---------+---------------------+-----+---------------------+
| CDR(0)  | 0.14285714285714285 | ... | 0.07971938775510204 |
+---------+---------------------+-----+---------------------+
| CDR(3)  | 0.14285714285714285 | ... | 0.501594387755102   |
+---------+---------------------+-----+---------------------+
| CDR(4)  | 0.14285714285714285 | ... | 0.07971938775510204 |
+---------+---------------------+-----+---------------------+
| CDR(6)  | 0.14285714285714285 | ... | 0.07971938775510204 |
+---------+---------------------+-----+---------------------+
| CDR(7)  | 0.14285714285714285 | ... | 0.09980867346938775 |
+---------+---------------------+-----+---------------------+
| CDR(11) | 0.14285714285714285 | ... | 0.07971938775510204 |
+---------+---------------------+-----+---------------------+
| CDR(14) | 0.14285714285714285 | ... | 0.07971938775510204 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.09208819714656293 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+
| Age          | ... | Age(14)             |
+--------------+-----+---------------------+
| Group        | ... | Group(1)            |
+--------------+-----+---------------------+
| MR Delay(0)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(1)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(2)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(3)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(4)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(5)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(6)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(7)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(8)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(9)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(10) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(11) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Visit:
+-----------+---------------------+-----+---------------------+
| Group     | Group(0)            | ... | Group(1)            |
+-----------+---------------------+-----+---------------------+
| MR Delay  | MR Delay(0)         | ... | MR Delay(11)        |
+-----------+---------------------+-----+---------------------+
| Visit(0)  | 0.6879805746661272  | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(3)  | 0.05908539053014975 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(4)  | 0.05058680696074465 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(6)  | 0.05058680696074465 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(7)  | 0.05058680696074465 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(9)  | 0.05058680696074465 | ... | 0.15921483097055614 |
+-----------+---------------------+-----+---------------------+
| Visit(12) | 0.05058680696074465 | ... | 0.15921483097055614 |
+-----------+---------------------+-----+---------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.506033 |
+----------+----------+
| Group(1) | 0.493967 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 8 in fold 1: KeyError - 10
Row causing error:    Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
8     10        10    0   10     8    4    23    3     8     3    4      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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Error for row 18 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
18      3         2    0    4     8    5    18    5     8     4    5      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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Error for row 41 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
41      3         2    1    5     6    8    16    5     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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Error for row 52 in fold 1: KeyError - 8
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
52      3         3    0    9     6    9    15    8     6     1    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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Error for row 56 in fold 1: KeyError - 10
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
56     10        11    0   11     6    9    21    3     7     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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Error for row 61 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
61      0         0    0    7     6    7    20    5     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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Fold 2/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.05037878787878788  | 0.049924924924924924 |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.053409090909090906 | 0.05442942942942943  |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.054924242424242424 | 0.057432432432432436 |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.06401515151515151  | 0.06644144144144144  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.09128787878787879  | 0.07094594594594594  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.06553030303030304  | 0.07695195195195195  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.08825757575757576  | 0.11148648648648649  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.07613636363636364  | 0.06794294294294294  |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.05643939393939394  | 0.06794294294294294  |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.06856060606060606  | 0.05442942942942943  |
+----------+----------------------+----------------------+
| eTIV(10) | 0.05795454545454545  | 0.06944444444444445  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.05643939393939394  | 0.05292792792792793  |
+----------+----------------------+----------------------+
| eTIV(12) | 0.06704545454545455  | 0.049924924924924924 |
+----------+----------------------+----------------------+
| eTIV(13) | 0.051893939393939395 | 0.049924924924924924 |
+----------+----------------------+----------------------+
| eTIV(14) | 0.04734848484848485  | 0.051426426426426426 |
+----------+----------------------+----------------------+
| eTIV(15) | 0.05037878787878788  | 0.04842342342342342  |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| eTIV    | eTIV(0)             | ... | eTIV(15)            |
+---------+---------------------+-----+---------------------+
| ASF(0)  | 0.06265664160401005 | ... | 0.09560723514211888 |
+---------+---------------------+-----+---------------------+
| ASF(1)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(2)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(3)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(4)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(5)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(6)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(7)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(8)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(9)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(13) | 0.09273182957393486 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(14) | 0.09273182957393486 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of EDUC:
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)            |
+----------+---------------------+-----+---------------------+
| EDUC(0)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(1)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(4)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(5)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(6)  | 0.10237131289762869 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(7)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(8)  | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(9)  | 0.10237131289762869 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(10) | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(11) | 0.07229612492770388 | ... | 0.10554561717352415 |
+----------+---------------------+-----+---------------------+
| EDUC(12) | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(13) | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(15) | 0.07229612492770388 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+---------------------+-----+----------------------+
| Group    | Group(0)            | ... | Group(1)             |
+----------+---------------------+-----+----------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)             |
+----------+---------------------+-----+----------------------+
| MMSE(0)  | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(2)  | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(10) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(11) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(12) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(13) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(14) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(15) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(16) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(17) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(18) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(19) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(20) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(21) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(22) | 0.05528527200353824 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(23) | 0.08536045997346305 | ... | 0.056999544003647956 |
+----------+---------------------+-----+----------------------+
| MMSE(24) | 0.08536045997346305 | ... | 0.08800729594163244  |
+----------+---------------------+-----+----------------------+
[bnlearn] >CPD of M/F:
+--------+--------------------+-----+---------------------+
| Group  | Group(0)           | ... | Group(1)            |
+--------+--------------------+-----+---------------------+
| eTIV   | eTIV(0)            | ... | eTIV(15)            |
+--------+--------------------+-----+---------------------+
| M/F(0) | 0.2349624060150376 | ... | 0.27325581395348836 |
+--------+--------------------+-----+---------------------+
| M/F(1) | 0.2349624060150376 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(2) | 0.2349624060150376 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(3) | 0.2951127819548872 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
[bnlearn] >CPD of nWBV:
+----------+---------------------+-----+---------------------+
| ASF      | ASF(0)              | ... | ASF(14)             |
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| nWBV(0)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(1)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(2)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(3)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(4)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(5)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(6)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(7)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(8)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(9)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15)            |
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| SES(0)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(1)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(2)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(3)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(4)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(5)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(6)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(7)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(8)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(9)  | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(11) | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
| SES(14) | 0.08333333333333334 | ... | 0.08333333333333334 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of CDR:
+---------+---------------------+-----+----------------------+
| Group   | Group(0)            | ... | Group(1)             |
+---------+---------------------+-----+----------------------+
| MMSE    | MMSE(0)             | ... | MMSE(24)             |
+---------+---------------------+-----+----------------------+
| CDR(0)  | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(3)  | 0.11111111111111113 | ... | 0.5097905282331511   |
+---------+---------------------+-----+----------------------+
| CDR(4)  | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(5)  | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(6)  | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(7)  | 0.11111111111111113 | ... | 0.09175774134790525  |
+---------+---------------------+-----+----------------------+
| CDR(8)  | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(11) | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
| CDR(14) | 0.11111111111111113 | ... | 0.056921675774134775 |
+---------+---------------------+-----+----------------------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.09208819714656293 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+
| Age          | ... | Age(14)             |
+--------------+-----+---------------------+
| Group        | ... | Group(1)            |
+--------------+-----+---------------------+
| MR Delay(0)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(1)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(2)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(3)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(4)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(5)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(6)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(7)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(8)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(9)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(10) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(11) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Visit:
+-----------+---------------------+-----+---------------------+
| Group     | Group(0)            | ... | Group(1)            |
+-----------+---------------------+-----+---------------------+
| MR Delay  | MR Delay(0)         | ... | MR Delay(11)        |
+-----------+---------------------+-----+---------------------+
| Visit(0)  | 0.652089783281734   | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(3)  | 0.05766253869969042 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(4)  | 0.04837461300309599 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(6)  | 0.04837461300309599 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(7)  | 0.04837461300309599 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(9)  | 0.04837461300309599 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
| Visit(10) | 0.04837461300309599 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
| Visit(12) | 0.04837461300309599 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.497738 |
+----------+----------+
| Group(1) | 0.502262 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 95 in fold 2: KeyError - 6
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
95      9         5    0    4    10    0     6    6    11     3    2      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 150 in fold 2: KeyError - 2
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
150      0         0    3    5     2   13    20    3     0     7   13      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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Fold 3/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.05127245508982036  | 0.05357142857142857  |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.05726047904191617  | 0.05357142857142857  |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.05726047904191617  | 0.05965045592705167  |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.06773952095808383  | 0.06724924012158055  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.09169161676646706  | 0.06724924012158055  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.07223053892215568  | 0.07484802431610943  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.0782185628742515   | 0.11436170212765957  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.0782185628742515   | 0.0702887537993921   |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.05875748502994012  | 0.06572948328267478  |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.06474550898203593  | 0.05357142857142857  |
+----------+----------------------+----------------------+
| eTIV(10) | 0.05726047904191617  | 0.06724924012158055  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.05127245508982036  | 0.05357142857142857  |
+----------+----------------------+----------------------+
| eTIV(12) | 0.06773952095808383  | 0.05053191489361702  |
+----------+----------------------+----------------------+
| eTIV(13) | 0.049775449101796404 | 0.04901215805471125  |
+----------+----------------------+----------------------+
| eTIV(14) | 0.048278443113772454 | 0.05205167173252279  |
+----------+----------------------+----------------------+
| eTIV(15) | 0.048278443113772454 | 0.047492401215805474 |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+---------------------+-----+--------------------+
| Group   | Group(0)            | ... | Group(1)           |
+---------+---------------------+-----+--------------------+
| eTIV    | eTIV(0)             | ... | eTIV(15)           |
+---------+---------------------+-----+--------------------+
| ASF(0)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(1)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(2)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(3)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(4)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(5)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(6)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(7)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(8)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(9)  | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(10) | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(11) | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(12) | 0.06082725060827252 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(13) | 0.09002433090024334 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
| ASF(14) | 0.11922141119221416 | ... | 0.0666666666666667 |
+---------+---------------------+-----+--------------------+
[bnlearn] >CPD of EDUC:
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)            |
+----------+---------------------+-----+---------------------+
| EDUC(0)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(1)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(2)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(4)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(5)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(6)  | 0.09436913451511991 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(7)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(8)  | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(9)  | 0.12356621480709074 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(10) | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(11) | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(12) | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(13) | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
| EDUC(15) | 0.06517205422314912 | ... | 0.07142857142857142 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+---------------------+-----+----------------------+
| Group    | Group(0)            | ... | Group(1)             |
+----------+---------------------+-----+----------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)             |
+----------+---------------------+-----+----------------------+
| MMSE(0)  | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(2)  | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(6)  | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(10) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(11) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(12) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(13) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(14) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(15) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(16) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(17) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(18) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(19) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(20) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(21) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(22) | 0.05068937550689376 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(23) | 0.07988645579886455 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
| MMSE(24) | 0.10908353609083536 | ... | 0.055555555555555566 |
+----------+---------------------+-----+----------------------+
[bnlearn] >CPD of nWBV:
+----------+---------------------+-----+---------------------+
| ASF      | ASF(0)              | ... | ASF(14)             |
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| nWBV(0)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(1)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(2)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(3)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(4)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(5)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(6)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(7)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(8)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(9)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of M/F:
+--------+---------------------+-----+---------------------+----------+
| ASF    | ASF(0)              | ... | ASF(14)             | ASF(14)  |
+--------+---------------------+-----+---------------------+----------+
| Group  | Group(0)            | ... | Group(0)            | Group(1) |
+--------+---------------------+-----+---------------------+----------+
| M/F(0) | 0.29245283018867924 | ... | 0.2358490566037736  | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(1) | 0.2358490566037736  | ... | 0.2358490566037736  | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(2) | 0.2358490566037736  | ... | 0.2358490566037736  | 0.25     |
+--------+---------------------+-----+---------------------+----------+
| M/F(3) | 0.2358490566037736  | ... | 0.29245283018867924 | 0.25     |
+--------+---------------------+-----+---------------------+----------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15)            |
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of CDR:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| MMSE    | MMSE(0)             | ... | MMSE(24)            |
+---------+---------------------+-----+---------------------+
| CDR(0)  | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
| CDR(3)  | 0.12500000000000003 | ... | 0.5205263157894737  |
+---------+---------------------+-----+---------------------+
| CDR(5)  | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
| CDR(6)  | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
| CDR(7)  | 0.12500000000000003 | ... | 0.08473684210526317 |
+---------+---------------------+-----+---------------------+
| CDR(8)  | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
| CDR(11) | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
| CDR(14) | 0.12500000000000003 | ... | 0.06578947368421054 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.06666666666666668 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+
| Age          | ... | Age(14)             |
+--------------+-----+---------------------+
| Group        | ... | Group(1)            |
+--------------+-----+---------------------+
| MR Delay(0)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(1)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(2)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(3)  | ... | 0.11003236245954691 |
+--------------+-----+---------------------+
| MR Delay(4)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(5)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(6)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(7)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(8)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(9)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(10) | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(11) | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Visit:
+-----------+---------------------+-----+---------------------+
| Group     | Group(0)            | ... | Group(1)            |
+-----------+---------------------+-----+---------------------+
| MR Delay  | MR Delay(0)         | ... | MR Delay(11)        |
+-----------+---------------------+-----+---------------------+
| Visit(0)  | 0.6645522388059704  | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(3)  | 0.05559701492537315 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(4)  | 0.04664179104477613 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(6)  | 0.04664179104477613 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(7)  | 0.04664179104477613 | ... | 0.11660447761194027 |
+-----------+---------------------+-----+---------------------+
| Visit(9)  | 0.04664179104477613 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
| Visit(10) | 0.04664179104477613 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
| Visit(12) | 0.04664179104477613 | ... | 0.1389925373134328  |
+-----------+---------------------+-----+---------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.503771 |
+----------+----------+
| Group(1) | 0.496229 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 189 in fold 3: KeyError - 4
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
189      3         3    3    7     5    7    17    4     6     6    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 4/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.05015082956259427  | 0.05308734939759036  |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.057692307692307696 | 0.05158132530120482  |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.059200603318250375 | 0.05760542168674699  |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.06825037707390648  | 0.06814759036144578  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.08484162895927602  | 0.07417168674698796  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.07277526395173455  | 0.07868975903614457  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.08333333333333333  | 0.10278614457831325  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.07126696832579185  | 0.07115963855421686  |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.059200603318250375 | 0.06814759036144578  |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.06372549019607843  | 0.0545933734939759   |
+----------+----------------------+----------------------+
| eTIV(10) | 0.057692307692307696 | 0.0651355421686747   |
+----------+----------------------+----------------------+
| eTIV(11) | 0.05618401206636501  | 0.05308734939759036  |
+----------+----------------------+----------------------+
| eTIV(12) | 0.0667420814479638   | 0.05158132530120482  |
+----------+----------------------+----------------------+
| eTIV(13) | 0.05015082956259427  | 0.048569277108433735 |
+----------+----------------------+----------------------+
| eTIV(14) | 0.048642533936651584 | 0.05308734939759036  |
+----------+----------------------+----------------------+
| eTIV(15) | 0.05015082956259427  | 0.048569277108433735 |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| eTIV    | eTIV(0)             | ... | eTIV(15)            |
+---------+---------------------+-----+---------------------+
| ASF(0)  | 0.06265664160401005 | ... | 0.09560723514211888 |
+---------+---------------------+-----+---------------------+
| ASF(1)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(2)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(3)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(4)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(5)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(6)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(7)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(8)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(9)  | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(13) | 0.06265664160401005 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(14) | 0.1228070175438597  | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of EDUC:
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)            |
+----------+---------------------+-----+---------------------+
| EDUC(0)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(1)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(2)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(4)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(5)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(6)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(7)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(8)  | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(9)  | 0.1272824919441461  | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(10) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(11) | 0.06713211600429646 | ... | 0.10022148394241417 |
+----------+---------------------+-----+---------------------+
| EDUC(12) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(13) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
| EDUC(15) | 0.06713211600429646 | ... | 0.06921373200442968 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+---------------------+-----+----------------------+
| Group    | Group(0)            | ... | Group(1)             |
+----------+---------------------+-----+----------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)             |
+----------+---------------------+-----+----------------------+
| MMSE(0)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(2)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(6)  | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(10) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(11) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(12) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(13) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(14) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(15) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(16) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(17) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(18) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(19) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(20) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(21) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(22) | 0.05221386800334169 | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(23) | 0.0822890559732665  | ... | 0.053832902670111975 |
+----------+---------------------+-----+----------------------+
| MMSE(24) | 0.0822890559732665  | ... | 0.08484065460809646  |
+----------+---------------------+-----+----------------------+
[bnlearn] >CPD of M/F:
+--------+--------------------+-----+---------------------+
| Group  | Group(0)           | ... | Group(1)            |
+--------+--------------------+-----+---------------------+
| eTIV   | eTIV(0)            | ... | eTIV(15)            |
+--------+--------------------+-----+---------------------+
| M/F(0) | 0.2349624060150376 | ... | 0.27325581395348836 |
+--------+--------------------+-----+---------------------+
| M/F(1) | 0.2349624060150376 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(2) | 0.2349624060150376 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(3) | 0.2951127819548872 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
[bnlearn] >CPD of nWBV:
+----------+---------------------+-----+---------------------+
| ASF      | ASF(0)              | ... | ASF(14)             |
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| nWBV(0)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(1)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(2)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(3)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(4)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(5)  | 0.09305373525557015 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(6)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(7)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(8)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(9)  | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(10) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(11) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(12) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(13) | 0.06553079947575363 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15)            |
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of CDR:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| MMSE    | MMSE(0)             | ... | MMSE(24)            |
+---------+---------------------+-----+---------------------+
| CDR(0)  | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(3)  | 0.11111111111111109 | ... | 0.4743496231461221  |
+---------+---------------------+-----+---------------------+
| CDR(4)  | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(5)  | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(6)  | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(7)  | 0.11111111111111109 | ... | 0.10017019207391199 |
+---------+---------------------+-----+---------------------+
| CDR(8)  | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(11) | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
| CDR(14) | 0.11111111111111109 | ... | 0.06078288353999514 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.09208819714656293 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+
| Age          | ... | Age(14)             |
+--------------+-----+---------------------+
| Group        | ... | Group(1)            |
+--------------+-----+---------------------+
| MR Delay(0)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(1)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(2)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(3)  | ... | 0.10691823899371068 |
+--------------+-----+---------------------+
| MR Delay(4)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(5)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(6)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(7)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(8)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(9)  | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(10) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
| MR Delay(11) | ... | 0.07861635220125786 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Visit:
+-----------+---------------------+-----+---------------------+
| Group     | Group(0)            | ... | Group(1)            |
+-----------+---------------------+-----+---------------------+
| MR Delay  | MR Delay(0)         | ... | MR Delay(11)        |
+-----------+---------------------+-----+---------------------+
| Visit(0)  | 0.6621384750219107  | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(3)  | 0.06397896581945663 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(4)  | 0.05477651183172657 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(6)  | 0.05477651183172657 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(9)  | 0.05477651183172657 | ... | 0.13631406761177753 |
+-----------+---------------------+-----+---------------------+
| Visit(10) | 0.05477651183172657 | ... | 0.15921483097055614 |
+-----------+---------------------+-----+---------------------+
| Visit(12) | 0.05477651183172657 | ... | 0.15921483097055614 |
+-----------+---------------------+-----+---------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.499623 |
+----------+----------+
| Group(1) | 0.500377 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 11













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Error for row 266 in fold 4: KeyError - 7
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
266      7         9    1   11     6    7    21    3     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 5/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.052370030581039756 | 0.05089153046062407  |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.05542813455657492  | 0.05237741456166419  |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.05695718654434251  | 0.056835066864784546 |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.06613149847094801  | 0.07020802377414562  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.08753822629969418  | 0.07169390787518573  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.07224770642201835  | 0.07763744427934621  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.07836391437308869  | 0.11329866270430906  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.08142201834862385  | 0.0687221396731055   |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.060015290519877675 | 0.0687221396731055   |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.06154434250764526  | 0.05237741456166419  |
+----------+----------------------+----------------------+
| eTIV(10) | 0.06307339449541284  | 0.06426448736998513  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.05389908256880734  | 0.05237741456166419  |
+----------+----------------------+----------------------+
| eTIV(12) | 0.060015290519877675 | 0.05089153046062407  |
+----------+----------------------+----------------------+
| eTIV(13) | 0.052370030581039756 | 0.04940564635958395  |
+----------+----------------------+----------------------+
| eTIV(14) | 0.04931192660550459  | 0.05237741456166419  |
+----------+----------------------+----------------------+
| eTIV(15) | 0.04931192660550459  | 0.04791976225854384  |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| eTIV    | eTIV(0)             | ... | eTIV(15)            |
+---------+---------------------+-----+---------------------+
| ASF(0)  | 0.06082725060827252 | ... | 0.09560723514211888 |
+---------+---------------------+-----+---------------------+
| ASF(1)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(2)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(3)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(4)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(5)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(6)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(7)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(8)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(9)  | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(10) | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(11) | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(12) | 0.06082725060827252 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(13) | 0.09002433090024334 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
| ASF(14) | 0.11922141119221416 | ... | 0.06459948320413439 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of EDUC:
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| eTIV     | eTIV(0)             | ... | eTIV(15)            |
+----------+---------------------+-----+---------------------+
| EDUC(0)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(1)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(2)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(4)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(5)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(6)  | 0.09938236945536215 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(7)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(8)  | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(9)  | 0.12857944974733293 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(10) | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(11) | 0.07018528916339135 | ... | 0.10554561717352415 |
+----------+---------------------+-----+---------------------+
| EDUC(13) | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
| EDUC(15) | 0.07018528916339135 | ... | 0.07453786523553965 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+----------------------+-----+----------------------+
| Group    | Group(0)             | ... | Group(1)             |
+----------+----------------------+-----+----------------------+
| eTIV     | eTIV(0)              | ... | eTIV(15)             |
+----------+----------------------+-----+----------------------+
| MMSE(6)  | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(10) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(11) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(12) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(13) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(14) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(15) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(16) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(17) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(18) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(19) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(20) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(21) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(22) | 0.057025547445255474 | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(23) | 0.08622262773722628  | ... | 0.060562015503875966 |
+----------+----------------------+-----+----------------------+
| MMSE(24) | 0.11541970802919709  | ... | 0.09156976744186046  |
+----------+----------------------+-----+----------------------+
[bnlearn] >CPD of M/F:
+--------+--------------------+-----+---------------------+
| Group  | Group(0)           | ... | Group(1)            |
+--------+--------------------+-----+---------------------+
| eTIV   | eTIV(0)            | ... | eTIV(15)            |
+--------+--------------------+-----+---------------------+
| M/F(0) | 0.2281021897810219 | ... | 0.27325581395348836 |
+--------+--------------------+-----+---------------------+
| M/F(1) | 0.2281021897810219 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(2) | 0.2281021897810219 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
| M/F(3) | 0.3156934306569343 | ... | 0.24224806201550386 |
+--------+--------------------+-----+---------------------+
[bnlearn] >CPD of nWBV:
+----------+---------------------+-----+---------------------+
| ASF      | ASF(0)              | ... | ASF(14)             |
+----------+---------------------+-----+---------------------+
| Group    | Group(0)            | ... | Group(1)            |
+----------+---------------------+-----+---------------------+
| nWBV(0)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(1)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(2)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(3)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(4)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(5)  | 0.09568733153638817 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(6)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(7)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(8)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(9)  | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
| nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 |
+----------+---------------------+-----+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15)            |
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| SES(0)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(1)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(2)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(3)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(4)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(5)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(6)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(7)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(8)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(9)  | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(11) | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(13) | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
| SES(14) | 0.07692307692307694 | ... | 0.07692307692307694 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of CDR:
+---------+----------+----------+-----+---------------------+
| Group   | Group(0) | Group(0) | ... | Group(1)            |
+---------+----------+----------+-----+---------------------+
| MMSE    | MMSE(6)  | MMSE(10) | ... | MMSE(24)            |
+---------+----------+----------+-----+---------------------+
| CDR(0)  | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
| CDR(3)  | 0.125    | 0.125    | ... | 0.4874454148471616  |
+---------+----------+----------+-----+---------------------+
| CDR(4)  | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
| CDR(5)  | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
| CDR(6)  | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
| CDR(7)  | 0.125    | 0.125    | ... | 0.10316593886462883 |
+---------+----------+----------+-----+---------------------+
| CDR(8)  | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
| CDR(14) | 0.125    | 0.125    | ... | 0.06823144104803494 |
+---------+----------+----------+-----+---------------------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.09208819714656293 | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.0648508430609598  | ... | 0.06666666666666668 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+
| Age          | ... | Age(14)             |
+--------------+-----+---------------------+
| Group        | ... | Group(1)            |
+--------------+-----+---------------------+
| MR Delay(0)  | ... | 0.11003236245954691 |
+--------------+-----+---------------------+
| MR Delay(1)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(2)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(3)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(4)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(5)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(6)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(7)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(8)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(9)  | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(10) | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
| MR Delay(11) | ... | 0.08090614886731391 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Visit:
+-----------+---------------------+-----+---------------------+
| Group     | Group(0)            | ... | Group(1)            |
+-----------+---------------------+-----+---------------------+
| MR Delay  | MR Delay(0)         | ... | MR Delay(11)        |
+-----------+---------------------+-----+---------------------+
| Visit(0)  | 0.6705572289156628  | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
| Visit(3)  | 0.04706325301204821 | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
| Visit(4)  | 0.04706325301204821 | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
| Visit(6)  | 0.04706325301204821 | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
| Visit(7)  | 0.04706325301204821 | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
| Visit(9)  | 0.04706325301204821 | ... | 0.14217557251908394 |
+-----------+---------------------+-----+---------------------+
| Visit(10) | 0.04706325301204821 | ... | 0.14217557251908394 |
+-----------+---------------------+-----+---------------------+
| Visit(12) | 0.04706325301204821 | ... | 0.11927480916030532 |
+-----------+---------------------+-----+---------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.492841 |
+----------+----------+
| Group(1) | 0.507159 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 11













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Error for row 331 in fold 5: KeyError - 0
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
331     12         5    0    3     9    0     0    7    10     2    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 379 in fold 5: KeyError - 2
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
379      9         4    0    3     9    0     2    7    10     2    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 390 in fold 5: KeyError - 12
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
390      3         2    0    7    12    0    21   11    10     7    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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In [29]:






evaluation['PC Algorithm (Bayes)'] = evaluation_pc_bayes

























Maximum Likelihood¶


















In [30]:






evaluation_pc_ml = discrete_cross_validation(dementia_df, 'Group', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'ml'})

























Fold 1/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+-----------------------+
| Group    | Group(0)             | Group(1)              |
+----------+----------------------+-----------------------+
| eTIV(0)  | 0.011695906432748537 | 0.01935483870967742   |
+----------+----------------------+-----------------------+
| eTIV(1)  | 0.029239766081871343 | 0.025806451612903226  |
+----------+----------------------+-----------------------+
| eTIV(2)  | 0.03508771929824561  | 0.04516129032258064   |
+----------+----------------------+-----------------------+
| eTIV(3)  | 0.07602339181286549  | 0.1032258064516129    |
+----------+----------------------+-----------------------+
| eTIV(4)  | 0.17543859649122806  | 0.07741935483870968   |
+----------+----------------------+-----------------------+
| eTIV(5)  | 0.10526315789473684  | 0.12903225806451613   |
+----------+----------------------+-----------------------+
| eTIV(6)  | 0.14035087719298245  | 0.27741935483870966   |
+----------+----------------------+-----------------------+
| eTIV(7)  | 0.1286549707602339   | 0.07741935483870968   |
+----------+----------------------+-----------------------+
| eTIV(8)  | 0.03508771929824561  | 0.05806451612903226   |
+----------+----------------------+-----------------------+
| eTIV(9)  | 0.08187134502923976  | 0.012903225806451613  |
+----------+----------------------+-----------------------+
| eTIV(10) | 0.05263157894736842  | 0.1032258064516129    |
+----------+----------------------+-----------------------+
| eTIV(11) | 0.029239766081871343 | 0.025806451612903226  |
+----------+----------------------+-----------------------+
| eTIV(12) | 0.07017543859649122  | 0.012903225806451613  |
+----------+----------------------+-----------------------+
| eTIV(13) | 0.011695906432748537 | 0.012903225806451613  |
+----------+----------------------+-----------------------+
| eTIV(14) | 0.005847953216374269 | 0.012903225806451613  |
+----------+----------------------+-----------------------+
| eTIV(15) | 0.011695906432748537 | 0.0064516129032258064 |
+----------+----------------------+-----------------------+
[bnlearn] >CPD of ASF:
+---------+----------+----------+-----+----------+----------+----------+
| Group   | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+---------+----------+----------+-----+----------+----------+----------+
| eTIV    | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(0)  | 0.0      | 0.0      | ... | 0.0      | 1.0      | 1.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(1)  | 0.0      | 0.0      | ... | 1.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(2)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(3)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(4)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(5)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(6)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(7)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(8)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(9)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(10) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(11) | 0.0      | 0.2      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(12) | 0.0      | 0.6      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(13) | 0.5      | 0.2      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| ASF(14) | 0.5      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of EDUC:
+----------+----------+----------+-----+----------+----------+----------+
| Group    | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+----------+----------+----------+-----+----------+----------+----------+
| eTIV     | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(0)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(1)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(2)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(4)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(5)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(6)  | 0.5      | 0.2      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(7)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(8)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(9)  | 0.5      | 0.0      | ... | 0.5      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(10) | 0.0      | 0.0      | ... | 0.5      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(11) | 0.0      | 0.8      | ... | 0.0      | 0.5      | 1.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(12) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(13) | 0.0      | 0.0      | ... | 0.0      | 0.5      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| EDUC(15) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of MMSE:
+----------+----------+----------+-----+----------+----------+----------+
| Group    | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+----------+----------+----------+-----+----------+----------+----------+
| eTIV     | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(0)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(2)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(6)  | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(10) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(11) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(12) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(13) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(14) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(15) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(16) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(17) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(18) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(19) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(20) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(21) | 0.0      | 0.0      | ... | 0.5      | 0.5      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(22) | 0.0      | 0.2      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(23) | 0.0      | 0.4      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+----------+-----+----------+----------+----------+
| MMSE(24) | 1.0      | 0.4      | ... | 0.5      | 0.5      | 1.0      |
+----------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of nWBV:
+----------+--------------------+-----+----------+---------------------+
| ASF      | ASF(0)             | ... | ASF(14)  | ASF(14)             |
+----------+--------------------+-----+----------+---------------------+
| Group    | Group(0)           | ... | Group(0) | Group(1)            |
+----------+--------------------+-----+----------+---------------------+
| nWBV(0)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(1)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(2)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(3)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(4)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(5)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(6)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(7)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(8)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(9)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(10) | 0.0                | ... | 1.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(11) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(12) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(13) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
[bnlearn] >CPD of M/F:
+--------+----------+----------+-----+----------+----------+----------+
| ASF    | ASF(0)   | ASF(0)   | ... | ASF(13)  | ASF(14)  | ASF(14)  |
+--------+----------+----------+-----+----------+----------+----------+
| Group  | Group(0) | Group(1) | ... | Group(1) | Group(0) | Group(1) |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(0) | 1.0      | 1.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(1) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(2) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(3) | 0.0      | 0.0      | ... | 1.0      | 1.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+----------+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15) | EDUC(15)            |
+---------+---------------------+-----+----------+---------------------+
| Group   | Group(0)            | ... | Group(0) | Group(1)            |
+---------+---------------------+-----+----------+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 1.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
[bnlearn] >CPD of CDR:
+---------+---------------------+-----+----------------------+
| Group   | Group(0)            | ... | Group(1)             |
+---------+---------------------+-----+----------------------+
| MMSE    | MMSE(0)             | ... | MMSE(24)             |
+---------+---------------------+-----+----------------------+
| CDR(0)  | 0.14285714285714285 | ... | 0.0                  |
+---------+---------------------+-----+----------------------+
| CDR(3)  | 0.14285714285714285 | ... | 0.9545454545454546   |
+---------+---------------------+-----+----------------------+
| CDR(4)  | 0.14285714285714285 | ... | 0.0                  |
+---------+---------------------+-----+----------------------+
| CDR(6)  | 0.14285714285714285 | ... | 0.0                  |
+---------+---------------------+-----+----------------------+
| CDR(7)  | 0.14285714285714285 | ... | 0.045454545454545456 |
+---------+---------------------+-----+----------------------+
| CDR(11) | 0.14285714285714285 | ... | 0.0                  |
+---------+---------------------+-----+----------------------+
| CDR(14) | 0.14285714285714285 | ... | 0.0                  |
+---------+---------------------+-----+----------------------+
[bnlearn] >CPD of Age:
+---------+----------+-----+---------------------+
| Group   | Group(0) | ... | Group(1)            |
+---------+----------+-----+---------------------+
| nWBV    | nWBV(0)  | ... | nWBV(13)            |
+---------+----------+-----+---------------------+
| Age(0)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(1)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(2)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(3)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(4)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(5)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(6)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(7)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(8)  | 1.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(9)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(10) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(11) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(12) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(13) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(14) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+----------+-----+----------+----------+
| Age          | Age(0)   | ... | Age(14)  | Age(14)  |
+--------------+----------+-----+----------+----------+
| Group        | Group(0) | ... | Group(0) | Group(1) |
+--------------+----------+-----+----------+----------+
| MR Delay(0)  | 0.8      | ... | 0.0      | 0.5      |
+--------------+----------+-----+----------+----------+
| MR Delay(1)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(2)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(3)  | 0.0      | ... | 0.0      | 0.5      |
+--------------+----------+-----+----------+----------+
| MR Delay(4)  | 0.2      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(5)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(6)  | 0.0      | ... | 1.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(7)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(8)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(9)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(10) | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(11) | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
[bnlearn] >CPD of Visit:
+-----------+----------------------+-----+--------------+--------------+
| Group     | Group(0)             | ... | Group(1)     | Group(1)     |
+-----------+----------------------+-----+--------------+--------------+
| MR Delay  | MR Delay(0)          | ... | MR Delay(10) | MR Delay(11) |
+-----------+----------------------+-----+--------------+--------------+
| Visit(0)  | 0.9868421052631579   | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(3)  | 0.013157894736842105 | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(4)  | 0.0                  | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(6)  | 0.0                  | ... | 1.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(7)  | 0.0                  | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(9)  | 0.0                  | ... | 0.0          | 0.5          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(12) | 0.0                  | ... | 0.0          | 0.5          |
+-----------+----------------------+-----+--------------+--------------+
[bnlearn] >CPD of Group:
+----------+---------+
| Group(0) | 0.52454 |
+----------+---------+
| Group(1) | 0.47546 |
+----------+---------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 8 in fold 1: KeyError - 10
Row causing error:    Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
8     10        10    0   10     8    4    23    3     8     3    4      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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Error for row 18 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
18      3         2    0    4     8    5    18    5     8     4    5      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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Error for row 41 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
41      3         2    1    5     6    8    16    5     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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Error for row 52 in fold 1: KeyError - 8
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
52      3         3    0    9     6    9    15    8     6     1    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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Error for row 56 in fold 1: KeyError - 10
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
56     10        11    0   11     6    9    21    3     7     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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Error for row 61 in fold 1: KeyError - 5
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
61      0         0    0    7     6    7    20    5     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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[bnlearn]> Remaining columns for inference: 11













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Fold 2/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------+----------------------+
| Group    | Group(0) | Group(1)             |
+----------+----------+----------------------+
| eTIV(0)  | 0.0125   | 0.012048192771084338 |
+----------+----------+----------------------+
| eTIV(1)  | 0.025    | 0.030120481927710843 |
+----------+----------+----------------------+
| eTIV(2)  | 0.03125  | 0.04216867469879518  |
+----------+----------+----------------------+
| eTIV(3)  | 0.06875  | 0.0783132530120482   |
+----------+----------+----------------------+
| eTIV(4)  | 0.18125  | 0.0963855421686747   |
+----------+----------+----------------------+
| eTIV(5)  | 0.075    | 0.12048192771084337  |
+----------+----------+----------------------+
| eTIV(6)  | 0.16875  | 0.25903614457831325  |
+----------+----------+----------------------+
| eTIV(7)  | 0.11875  | 0.08433734939759036  |
+----------+----------+----------------------+
| eTIV(8)  | 0.0375   | 0.08433734939759036  |
+----------+----------+----------------------+
| eTIV(9)  | 0.0875   | 0.030120481927710843 |
+----------+----------+----------------------+
| eTIV(10) | 0.04375  | 0.09036144578313253  |
+----------+----------+----------------------+
| eTIV(11) | 0.0375   | 0.024096385542168676 |
+----------+----------+----------------------+
| eTIV(12) | 0.08125  | 0.012048192771084338 |
+----------+----------+----------------------+
| eTIV(13) | 0.01875  | 0.012048192771084338 |
+----------+----------+----------------------+
| eTIV(14) | 0.0      | 0.018072289156626505 |
+----------+----------+----------------------+
| eTIV(15) | 0.0125   | 0.006024096385542169 |
+----------+----------+----------------------+
[bnlearn] >CPD of ASF:
+---------+----------+----------+-----+--------------------+----------+
| Group   | Group(0) | Group(0) | ... | Group(1)           | Group(1) |
+---------+----------+----------+-----+--------------------+----------+
| eTIV    | eTIV(0)  | eTIV(1)  | ... | eTIV(14)           | eTIV(15) |
+---------+----------+----------+-----+--------------------+----------+
| ASF(0)  | 0.0      | 0.0      | ... | 0.6666666666666666 | 1.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(1)  | 0.0      | 0.0      | ... | 0.3333333333333333 | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(2)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(3)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(4)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(5)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(6)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(7)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(8)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(9)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(10) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(11) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(12) | 0.0      | 0.75     | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(13) | 0.5      | 0.25     | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
| ASF(14) | 0.5      | 0.0      | ... | 0.0                | 0.0      |
+---------+----------+----------+-----+--------------------+----------+
[bnlearn] >CPD of EDUC:
+----------+----------+----------+-----+--------------------+----------+
| Group    | Group(0) | Group(0) | ... | Group(1)           | Group(1) |
+----------+----------+----------+-----+--------------------+----------+
| eTIV     | eTIV(0)  | eTIV(1)  | ... | eTIV(14)           | eTIV(15) |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(0)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(1)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(4)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(5)  | 0.0      | 0.25     | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(6)  | 0.5      | 0.25     | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(7)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(8)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(9)  | 0.5      | 0.0      | ... | 0.3333333333333333 | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(10) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(11) | 0.0      | 0.5      | ... | 0.3333333333333333 | 1.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(12) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(13) | 0.0      | 0.0      | ... | 0.3333333333333333 | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| EDUC(15) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
[bnlearn] >CPD of MMSE:
+----------+----------+----------+-----+--------------------+----------+
| Group    | Group(0) | Group(0) | ... | Group(1)           | Group(1) |
+----------+----------+----------+-----+--------------------+----------+
| eTIV     | eTIV(0)  | eTIV(1)  | ... | eTIV(14)           | eTIV(15) |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(0)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(2)  | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(10) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(11) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(12) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(13) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(14) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(15) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(16) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(17) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(18) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(19) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(20) | 0.0      | 0.0      | ... | 0.3333333333333333 | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(21) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(22) | 0.0      | 0.0      | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(23) | 0.5      | 0.25     | ... | 0.0                | 0.0      |
+----------+----------+----------+-----+--------------------+----------+
| MMSE(24) | 0.5      | 0.75     | ... | 0.6666666666666666 | 1.0      |
+----------+----------+----------+-----+--------------------+----------+
[bnlearn] >CPD of M/F:
+--------+----------+----------+-----+----------+----------+----------+
| Group  | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+--------+----------+----------+-----+----------+----------+----------+
| eTIV   | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(0) | 0.0      | 0.0      | ... | 0.5      | 1.0      | 1.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(1) | 0.0      | 0.0      | ... | 0.5      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(2) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(3) | 1.0      | 1.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of nWBV:
+----------+----------+----------+-----+----------+---------------------+
| ASF      | ASF(0)   | ASF(0)   | ... | ASF(14)  | ASF(14)             |
+----------+----------+----------+-----+----------+---------------------+
| Group    | Group(0) | Group(1) | ... | Group(0) | Group(1)            |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(0)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(1)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(2)  | 0.5      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(3)  | 0.5      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(4)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(5)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(6)  | 0.0      | 1.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(7)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(8)  | 0.0      | 0.0      | ... | 1.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(9)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(10) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(11) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(12) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(13) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+----------+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15) | EDUC(15)            |
+---------+---------------------+-----+----------+---------------------+
| Group   | Group(0)            | ... | Group(0) | Group(1)            |
+---------+---------------------+-----+----------+---------------------+
| SES(0)  | 0.08333333333333333 | ... | 1.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(1)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(2)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(3)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(4)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(5)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(6)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(7)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(8)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(9)  | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(11) | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
| SES(14) | 0.08333333333333333 | ... | 0.0      | 0.08333333333333333 |
+---------+---------------------+-----+----------+---------------------+
[bnlearn] >CPD of CDR:
+---------+--------------------+-----+---------------------+
| Group   | Group(0)           | ... | Group(1)            |
+---------+--------------------+-----+---------------------+
| MMSE    | MMSE(0)            | ... | MMSE(24)            |
+---------+--------------------+-----+---------------------+
| CDR(0)  | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(3)  | 0.1111111111111111 | ... | 0.9285714285714286  |
+---------+--------------------+-----+---------------------+
| CDR(4)  | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(5)  | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(6)  | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(7)  | 0.1111111111111111 | ... | 0.07142857142857142 |
+---------+--------------------+-----+---------------------+
| CDR(8)  | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(11) | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
| CDR(14) | 0.1111111111111111 | ... | 0.0                 |
+---------+--------------------+-----+---------------------+
[bnlearn] >CPD of Age:
+---------+----------+----------+-----+---------------------+
| Group   | Group(0) | Group(0) | ... | Group(1)            |
+---------+----------+----------+-----+---------------------+
| nWBV    | nWBV(0)  | nWBV(1)  | ... | nWBV(13)            |
+---------+----------+----------+-----+---------------------+
| Age(0)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(1)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(2)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(3)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(4)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(5)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(6)  | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(7)  | 0.0      | 0.4      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(8)  | 1.0      | 0.2      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(9)  | 0.0      | 0.2      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(10) | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(11) | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(12) | 0.0      | 0.2      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(13) | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
| Age(14) | 0.0      | 0.0      | ... | 0.06666666666666667 |
+---------+----------+----------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+----------+----------+
| Age          | ... | Age(14)  | Age(14)  |
+--------------+-----+----------+----------+
| Group        | ... | Group(0) | Group(1) |
+--------------+-----+----------+----------+
| MR Delay(0)  | ... | 0.0      | 0.5      |
+--------------+-----+----------+----------+
| MR Delay(1)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(2)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(3)  | ... | 0.0      | 0.5      |
+--------------+-----+----------+----------+
| MR Delay(4)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(5)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(6)  | ... | 1.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(7)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(8)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(9)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(10) | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(11) | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
[bnlearn] >CPD of Visit:
+-----------+----------------------+-----+--------------------+
| Group     | Group(0)             | ... | Group(1)           |
+-----------+----------------------+-----+--------------------+
| MR Delay  | MR Delay(0)          | ... | MR Delay(11)       |
+-----------+----------------------+-----+--------------------+
| Visit(0)  | 0.9848484848484849   | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(3)  | 0.015151515151515152 | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(4)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(6)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(7)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(9)  | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
| Visit(10) | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
| Visit(12) | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.490798 |
+----------+----------+
| Group(1) | 0.509202 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 95 in fold 2: KeyError - 6
Row causing error:     Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
95      9         5    0    4    10    0     6    6    11     3    2      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 150 in fold 2: KeyError - 2
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
150      0         0    3    5     2   13    20    3     0     7   13      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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Fold 3/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.017857142857142856 | 0.02531645569620253  |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.041666666666666664 | 0.02531645569620253  |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.041666666666666664 | 0.05063291139240506  |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.08333333333333333  | 0.08227848101265822  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.17857142857142858  | 0.08227848101265822  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.10119047619047619  | 0.11392405063291139  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.125                | 0.27848101265822783  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.125                | 0.0949367088607595   |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.047619047619047616 | 0.0759493670886076   |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.07142857142857142  | 0.02531645569620253  |
+----------+----------------------+----------------------+
| eTIV(10) | 0.041666666666666664 | 0.08227848101265822  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.017857142857142856 | 0.02531645569620253  |
+----------+----------------------+----------------------+
| eTIV(12) | 0.08333333333333333  | 0.012658227848101266 |
+----------+----------------------+----------------------+
| eTIV(13) | 0.011904761904761904 | 0.006329113924050633 |
+----------+----------------------+----------------------+
| eTIV(14) | 0.005952380952380952 | 0.0189873417721519   |
+----------+----------------------+----------------------+
| eTIV(15) | 0.005952380952380952 | 0.0                  |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+--------------------+-----+---------------------+
| Group   | Group(0)           | ... | Group(1)            |
+---------+--------------------+-----+---------------------+
| eTIV    | eTIV(0)            | ... | eTIV(15)            |
+---------+--------------------+-----+---------------------+
| ASF(0)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(1)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(2)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(3)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(4)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(5)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(6)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(7)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(8)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(9)  | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(10) | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(11) | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(12) | 0.0                | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(13) | 0.3333333333333333 | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
| ASF(14) | 0.6666666666666666 | ... | 0.06666666666666667 |
+---------+--------------------+-----+---------------------+
[bnlearn] >CPD of EDUC:
+----------+--------------------+-----+---------------------+
| Group    | Group(0)           | ... | Group(1)            |
+----------+--------------------+-----+---------------------+
| eTIV     | eTIV(0)            | ... | eTIV(15)            |
+----------+--------------------+-----+---------------------+
| EDUC(0)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(1)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(2)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(4)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(5)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(6)  | 0.3333333333333333 | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(7)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(8)  | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(9)  | 0.6666666666666666 | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(10) | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(11) | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(12) | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(13) | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
| EDUC(15) | 0.0                | ... | 0.07142857142857142 |
+----------+--------------------+-----+---------------------+
[bnlearn] >CPD of MMSE:
+----------+--------------------+-----+---------------------+
| Group    | Group(0)           | ... | Group(1)            |
+----------+--------------------+-----+---------------------+
| eTIV     | eTIV(0)            | ... | eTIV(15)            |
+----------+--------------------+-----+---------------------+
| MMSE(0)  | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(2)  | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(6)  | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(10) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(11) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(12) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(13) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(14) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(15) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(16) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(17) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(18) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(19) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(20) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(21) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(22) | 0.0                | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(23) | 0.3333333333333333 | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
| MMSE(24) | 0.6666666666666666 | ... | 0.05555555555555555 |
+----------+--------------------+-----+---------------------+
[bnlearn] >CPD of nWBV:
+----------+----------+----------+-----+----------+---------------------+
| ASF      | ASF(0)   | ASF(0)   | ... | ASF(14)  | ASF(14)             |
+----------+----------+----------+-----+----------+---------------------+
| Group    | Group(0) | Group(1) | ... | Group(0) | Group(1)            |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(0)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(1)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(2)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(3)  | 0.5      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(4)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(5)  | 0.5      | 0.5      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(6)  | 0.0      | 0.5      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(7)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(8)  | 0.0      | 0.0      | ... | 0.5      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(9)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(10) | 0.0      | 0.0      | ... | 0.5      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(11) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(12) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(13) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
[bnlearn] >CPD of M/F:
+--------+----------+----------+-----+----------+----------+----------+
| ASF    | ASF(0)   | ASF(0)   | ... | ASF(13)  | ASF(14)  | ASF(14)  |
+--------+----------+----------+-----+----------+----------+----------+
| Group  | Group(0) | Group(1) | ... | Group(1) | Group(0) | Group(1) |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(0) | 1.0      | 1.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(1) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(2) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(3) | 0.0      | 0.0      | ... | 1.0      | 1.0      | 0.25     |
+--------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+----------+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15) | EDUC(15)            |
+---------+---------------------+-----+----------+---------------------+
| Group   | Group(0)            | ... | Group(0) | Group(1)            |
+---------+---------------------+-----+----------+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 1.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
[bnlearn] >CPD of CDR:
+---------+----------+----------+-----+----------+----------+----------+
| Group   | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+---------+----------+----------+-----+----------+----------+----------+
| MMSE    | MMSE(0)  | MMSE(2)  | ... | MMSE(22) | MMSE(23) | MMSE(24) |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(0)  | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(3)  | 0.125    | 0.125    | ... | 0.65     | 0.95     | 0.96     |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(5)  | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(6)  | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(7)  | 0.125    | 0.125    | ... | 0.35     | 0.05     | 0.04     |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(8)  | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(11) | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
| CDR(14) | 0.125    | 0.125    | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of Age:
+---------+---------------------+-----+---------------------+
| Group   | Group(0)            | ... | Group(1)            |
+---------+---------------------+-----+---------------------+
| nWBV    | nWBV(0)             | ... | nWBV(13)            |
+---------+---------------------+-----+---------------------+
| Age(0)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(1)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(2)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(3)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(4)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(5)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(6)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(7)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(8)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(9)  | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(10) | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(11) | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(12) | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(13) | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
| Age(14) | 0.06666666666666667 | ... | 0.06666666666666667 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+---------------------+----------+
| Age          | ... | Age(14)             | Age(14)  |
+--------------+-----+---------------------+----------+
| Group        | ... | Group(0)            | Group(1) |
+--------------+-----+---------------------+----------+
| MR Delay(0)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(1)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(2)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(3)  | ... | 0.08333333333333333 | 1.0      |
+--------------+-----+---------------------+----------+
| MR Delay(4)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(5)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(6)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(7)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(8)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(9)  | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(10) | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
| MR Delay(11) | ... | 0.08333333333333333 | 0.0      |
+--------------+-----+---------------------+----------+
[bnlearn] >CPD of Visit:
+-----------+----------------------+-----+--------------------+
| Group     | Group(0)             | ... | Group(1)           |
+-----------+----------------------+-----+--------------------+
| MR Delay  | MR Delay(0)          | ... | MR Delay(11)       |
+-----------+----------------------+-----+--------------------+
| Visit(0)  | 0.9857142857142858   | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(3)  | 0.014285714285714285 | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(4)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(6)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(7)  | 0.0                  | ... | 0.0                |
+-----------+----------------------+-----+--------------------+
| Visit(9)  | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
| Visit(10) | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
| Visit(12) | 0.0                  | ... | 0.3333333333333333 |
+-----------+----------------------+-----+--------------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.515337 |
+----------+----------+
| Group(1) | 0.484663 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 189 in fold 3: KeyError - 4
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
189      3         3    3    7     5    7    17    4     6     6    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 4/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.012269938650306749 | 0.024390243902439025 |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.04294478527607362  | 0.018292682926829267 |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.049079754601226995 | 0.042682926829268296 |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.08588957055214724  | 0.08536585365853659  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.15337423312883436  | 0.10975609756097561  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.10429447852760736  | 0.12804878048780488  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.147239263803681    | 0.22560975609756098  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.09815950920245399  | 0.0975609756097561   |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.049079754601226995 | 0.08536585365853659  |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.06748466257668712  | 0.03048780487804878  |
+----------+----------------------+----------------------+
| eTIV(10) | 0.04294478527607362  | 0.07317073170731707  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.03680981595092025  | 0.024390243902439025 |
+----------+----------------------+----------------------+
| eTIV(12) | 0.07975460122699386  | 0.018292682926829267 |
+----------+----------------------+----------------------+
| eTIV(13) | 0.012269938650306749 | 0.006097560975609756 |
+----------+----------------------+----------------------+
| eTIV(14) | 0.006134969325153374 | 0.024390243902439025 |
+----------+----------------------+----------------------+
| eTIV(15) | 0.012269938650306749 | 0.006097560975609756 |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+----------+-----+----------+----------+----------+
| Group   | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+---------+----------+-----+----------+----------+----------+
| eTIV    | eTIV(0)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+---------+----------+-----+----------+----------+----------+
| ASF(0)  | 0.0      | ... | 0.0      | 0.75     | 1.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(1)  | 0.0      | ... | 1.0      | 0.25     | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(2)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(3)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(4)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(5)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(6)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(7)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(8)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(9)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(10) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(11) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(12) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(13) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
| ASF(14) | 1.0      | ... | 0.0      | 0.0      | 0.0      |
+---------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of EDUC:
+----------+----------+-----+----------+----------+----------+
| Group    | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+----------+----------+-----+----------+----------+----------+
| eTIV     | eTIV(0)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+----------+-----+----------+----------+----------+
| EDUC(0)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(1)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(2)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(4)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(5)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(6)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(7)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(8)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(9)  | 1.0      | ... | 1.0      | 0.25     | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(10) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(11) | 0.0      | ... | 0.0      | 0.25     | 1.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(12) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(13) | 0.0      | ... | 0.0      | 0.5      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| EDUC(15) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of MMSE:
+----------+----------+-----+----------+----------+----------+
| Group    | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+----------+----------+-----+----------+----------+----------+
| eTIV     | eTIV(0)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+----------+-----+----------+----------+----------+
| MMSE(0)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(2)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(6)  | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(10) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(11) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(12) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(13) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(14) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(15) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(16) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(17) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(18) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(19) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(20) | 0.0      | ... | 0.0      | 0.25     | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(21) | 0.0      | ... | 0.0      | 0.25     | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(22) | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(23) | 0.5      | ... | 0.0      | 0.0      | 0.0      |
+----------+----------+-----+----------+----------+----------+
| MMSE(24) | 0.5      | ... | 1.0      | 0.5      | 1.0      |
+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of M/F:
+--------+----------+----------+-----+----------+----------+----------+
| Group  | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+--------+----------+----------+-----+----------+----------+----------+
| eTIV   | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(0) | 0.0      | 0.0      | ... | 1.0      | 1.0      | 1.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(1) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(2) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(3) | 1.0      | 1.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of nWBV:
+----------+--------------------+-----+----------+---------------------+
| ASF      | ASF(0)             | ... | ASF(14)  | ASF(14)             |
+----------+--------------------+-----+----------+---------------------+
| Group    | Group(0)           | ... | Group(0) | Group(1)            |
+----------+--------------------+-----+----------+---------------------+
| nWBV(0)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(1)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(2)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(3)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(4)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(5)  | 0.3333333333333333 | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(6)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(7)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(8)  | 0.0                | ... | 0.5      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(9)  | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(10) | 0.0                | ... | 0.5      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(11) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(12) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
| nWBV(13) | 0.0                | ... | 0.0      | 0.07142857142857142 |
+----------+--------------------+-----+----------+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+----------+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15) | EDUC(15)            |
+---------+---------------------+-----+----------+---------------------+
| Group   | Group(0)            | ... | Group(0) | Group(1)            |
+---------+---------------------+-----+----------+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 1.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
[bnlearn] >CPD of CDR:
+---------+--------------------+-----+----------+---------------------+
| Group   | Group(0)           | ... | Group(1) | Group(1)            |
+---------+--------------------+-----+----------+---------------------+
| MMSE    | MMSE(0)            | ... | MMSE(23) | MMSE(24)            |
+---------+--------------------+-----+----------+---------------------+
| CDR(0)  | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(3)  | 0.1111111111111111 | ... | 0.95     | 0.9130434782608695  |
+---------+--------------------+-----+----------+---------------------+
| CDR(4)  | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(5)  | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(6)  | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(7)  | 0.1111111111111111 | ... | 0.05     | 0.08695652173913043 |
+---------+--------------------+-----+----------+---------------------+
| CDR(8)  | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(11) | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
| CDR(14) | 0.1111111111111111 | ... | 0.0      | 0.0                 |
+---------+--------------------+-----+----------+---------------------+
[bnlearn] >CPD of Age:
+---------+----------+-----+---------------------+
| Group   | Group(0) | ... | Group(1)            |
+---------+----------+-----+---------------------+
| nWBV    | nWBV(0)  | ... | nWBV(13)            |
+---------+----------+-----+---------------------+
| Age(0)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(1)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(2)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(3)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(4)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(5)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(6)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(7)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(8)  | 1.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(9)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(10) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(11) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(12) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(13) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(14) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+----------+-----+----------+----------+
| Age          | Age(0)   | ... | Age(14)  | Age(14)  |
+--------------+----------+-----+----------+----------+
| Group        | Group(0) | ... | Group(0) | Group(1) |
+--------------+----------+-----+----------+----------+
| MR Delay(0)  | 0.8      | ... | 0.0      | 0.5      |
+--------------+----------+-----+----------+----------+
| MR Delay(1)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(2)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(3)  | 0.2      | ... | 0.0      | 0.5      |
+--------------+----------+-----+----------+----------+
| MR Delay(4)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(5)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(6)  | 0.0      | ... | 1.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(7)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(8)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(9)  | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(10) | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
| MR Delay(11) | 0.0      | ... | 0.0      | 0.0      |
+--------------+----------+-----+----------+----------+
[bnlearn] >CPD of Visit:
+-----------+----------------------+-----+--------------+--------------+
| Group     | Group(0)             | ... | Group(1)     | Group(1)     |
+-----------+----------------------+-----+--------------+--------------+
| MR Delay  | MR Delay(0)          | ... | MR Delay(10) | MR Delay(11) |
+-----------+----------------------+-----+--------------+--------------+
| Visit(0)  | 0.9850746268656716   | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(3)  | 0.014925373134328358 | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(4)  | 0.0                  | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(6)  | 0.0                  | ... | 0.5          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(9)  | 0.0                  | ... | 0.0          | 0.0          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(10) | 0.0                  | ... | 0.5          | 0.5          |
+-----------+----------------------+-----+--------------+--------------+
| Visit(12) | 0.0                  | ... | 0.0          | 0.5          |
+-----------+----------------------+-----+--------------+--------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.498471 |
+----------+----------+
| Group(1) | 0.501529 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 11













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Error for row 266 in fold 4: KeyError - 7
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
266      7         9    1   11     6    7    21    3     6     4    6      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 5/5
[bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time!
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/66.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of eTIV:
+----------+----------------------+----------------------+
| Group    | Group(0)             | Group(1)             |
+----------+----------------------+----------------------+
| eTIV(0)  | 0.01948051948051948  | 0.017341040462427744 |
+----------+----------------------+----------------------+
| eTIV(1)  | 0.032467532467532464 | 0.023121387283236993 |
+----------+----------------------+----------------------+
| eTIV(2)  | 0.03896103896103896  | 0.04046242774566474  |
+----------+----------------------+----------------------+
| eTIV(3)  | 0.07792207792207792  | 0.09248554913294797  |
+----------+----------------------+----------------------+
| eTIV(4)  | 0.16883116883116883  | 0.09826589595375723  |
+----------+----------------------+----------------------+
| eTIV(5)  | 0.1038961038961039   | 0.12138728323699421  |
+----------+----------------------+----------------------+
| eTIV(6)  | 0.12987012987012986  | 0.26011560693641617  |
+----------+----------------------+----------------------+
| eTIV(7)  | 0.14285714285714285  | 0.08670520231213873  |
+----------+----------------------+----------------------+
| eTIV(8)  | 0.05194805194805195  | 0.08670520231213873  |
+----------+----------------------+----------------------+
| eTIV(9)  | 0.05844155844155844  | 0.023121387283236993 |
+----------+----------------------+----------------------+
| eTIV(10) | 0.06493506493506493  | 0.06936416184971098  |
+----------+----------------------+----------------------+
| eTIV(11) | 0.025974025974025976 | 0.023121387283236993 |
+----------+----------------------+----------------------+
| eTIV(12) | 0.05194805194805195  | 0.017341040462427744 |
+----------+----------------------+----------------------+
| eTIV(13) | 0.01948051948051948  | 0.011560693641618497 |
+----------+----------------------+----------------------+
| eTIV(14) | 0.006493506493506494 | 0.023121387283236993 |
+----------+----------------------+----------------------+
| eTIV(15) | 0.006493506493506494 | 0.005780346820809248 |
+----------+----------------------+----------------------+
[bnlearn] >CPD of ASF:
+---------+--------------------+-----+----------+----------+----------+
| Group   | Group(0)           | ... | Group(1) | Group(1) | Group(1) |
+---------+--------------------+-----+----------+----------+----------+
| eTIV    | eTIV(0)            | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+---------+--------------------+-----+----------+----------+----------+
| ASF(0)  | 0.0                | ... | 0.0      | 0.75     | 1.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(1)  | 0.0                | ... | 1.0      | 0.25     | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(2)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(3)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(4)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(5)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(6)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(7)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(8)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(9)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(10) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(11) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(12) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(13) | 0.3333333333333333 | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
| ASF(14) | 0.6666666666666666 | ... | 0.0      | 0.0      | 0.0      |
+---------+--------------------+-----+----------+----------+----------+
[bnlearn] >CPD of EDUC:
+----------+--------------------+-----+----------+----------+----------+
| Group    | Group(0)           | ... | Group(1) | Group(1) | Group(1) |
+----------+--------------------+-----+----------+----------+----------+
| eTIV     | eTIV(0)            | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(0)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(1)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(2)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(4)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(5)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(6)  | 0.3333333333333333 | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(7)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(8)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(9)  | 0.6666666666666666 | ... | 0.5      | 0.25     | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(10) | 0.0                | ... | 0.5      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(11) | 0.0                | ... | 0.0      | 0.25     | 1.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(13) | 0.0                | ... | 0.0      | 0.5      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| EDUC(15) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
[bnlearn] >CPD of MMSE:
+----------+--------------------+-----+----------+----------+----------+
| Group    | Group(0)           | ... | Group(1) | Group(1) | Group(1) |
+----------+--------------------+-----+----------+----------+----------+
| eTIV     | eTIV(0)            | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(6)  | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(10) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(11) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(12) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(13) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(14) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(15) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(16) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(17) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(18) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(19) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(20) | 0.0                | ... | 0.0      | 0.25     | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(21) | 0.0                | ... | 0.5      | 0.25     | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(22) | 0.0                | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(23) | 0.3333333333333333 | ... | 0.0      | 0.0      | 0.0      |
+----------+--------------------+-----+----------+----------+----------+
| MMSE(24) | 0.6666666666666666 | ... | 0.5      | 0.5      | 1.0      |
+----------+--------------------+-----+----------+----------+----------+
[bnlearn] >CPD of M/F:
+--------+----------+----------+-----+----------+----------+----------+
| Group  | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) |
+--------+----------+----------+-----+----------+----------+----------+
| eTIV   | eTIV(0)  | eTIV(1)  | ... | eTIV(13) | eTIV(14) | eTIV(15) |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(0) | 0.0      | 0.0      | ... | 0.5      | 1.0      | 1.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(1) | 0.0      | 0.0      | ... | 0.5      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(2) | 0.0      | 0.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
| M/F(3) | 1.0      | 1.0      | ... | 0.0      | 0.0      | 0.0      |
+--------+----------+----------+-----+----------+----------+----------+
[bnlearn] >CPD of nWBV:
+----------+----------+----------+-----+----------+---------------------+
| ASF      | ASF(0)   | ASF(0)   | ... | ASF(14)  | ASF(14)             |
+----------+----------+----------+-----+----------+---------------------+
| Group    | Group(0) | Group(1) | ... | Group(0) | Group(1)            |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(0)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(1)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(2)  | 0.5      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(3)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(4)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(5)  | 0.5      | 0.25     | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(6)  | 0.0      | 0.75     | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(7)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(8)  | 0.0      | 0.0      | ... | 0.5      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(9)  | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(10) | 0.0      | 0.0      | ... | 0.5      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(11) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(12) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
| nWBV(13) | 0.0      | 0.0      | ... | 0.0      | 0.07142857142857142 |
+----------+----------+----------+-----+----------+---------------------+
[bnlearn] >CPD of SES:
+---------+---------------------+-----+----------+---------------------+
| EDUC    | EDUC(0)             | ... | EDUC(15) | EDUC(15)            |
+---------+---------------------+-----+----------+---------------------+
| Group   | Group(0)            | ... | Group(0) | Group(1)            |
+---------+---------------------+-----+----------+---------------------+
| SES(0)  | 0.07692307692307693 | ... | 1.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(1)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(2)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(3)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(4)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(5)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(6)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(7)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(8)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(9)  | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(11) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(13) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
| SES(14) | 0.07692307692307693 | ... | 0.0      | 0.07692307692307693 |
+---------+---------------------+-----+----------+---------------------+
[bnlearn] >CPD of CDR:
+---------+----------+----------+-----+----------+---------------------+
| Group   | Group(0) | Group(0) | ... | Group(1) | Group(1)            |
+---------+----------+----------+-----+----------+---------------------+
| MMSE    | MMSE(6)  | MMSE(10) | ... | MMSE(23) | MMSE(24)            |
+---------+----------+----------+-----+----------+---------------------+
| CDR(0)  | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(3)  | 0.125    | 0.125    | ... | 1.0      | 0.9230769230769231  |
+---------+----------+----------+-----+----------+---------------------+
| CDR(4)  | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(5)  | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(6)  | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(7)  | 0.125    | 0.125    | ... | 0.0      | 0.07692307692307693 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(8)  | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
| CDR(14) | 0.125    | 0.125    | ... | 0.0      | 0.0                 |
+---------+----------+----------+-----+----------+---------------------+
[bnlearn] >CPD of Age:
+---------+----------+-----+---------------------+
| Group   | Group(0) | ... | Group(1)            |
+---------+----------+-----+---------------------+
| nWBV    | nWBV(0)  | ... | nWBV(13)            |
+---------+----------+-----+---------------------+
| Age(0)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(1)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(2)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(3)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(4)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(5)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(6)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(7)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(8)  | 1.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(9)  | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(10) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(11) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(12) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(13) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
| Age(14) | 0.0      | ... | 0.06666666666666667 |
+---------+----------+-----+---------------------+
[bnlearn] >CPD of MR Delay:
+--------------+-----+----------+----------+
| Age          | ... | Age(14)  | Age(14)  |
+--------------+-----+----------+----------+
| Group        | ... | Group(0) | Group(1) |
+--------------+-----+----------+----------+
| MR Delay(0)  | ... | 0.0      | 1.0      |
+--------------+-----+----------+----------+
| MR Delay(1)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(2)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(3)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(4)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(5)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(6)  | ... | 1.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(7)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(8)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(9)  | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(10) | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
| MR Delay(11) | ... | 0.0      | 0.0      |
+--------------+-----+----------+----------+
[bnlearn] >CPD of Visit:
+-----------+-------------+-----+--------------+--------------+
| Group     | Group(0)    | ... | Group(1)     | Group(1)     |
+-----------+-------------+-----+--------------+--------------+
| MR Delay  | MR Delay(0) | ... | MR Delay(10) | MR Delay(11) |
+-----------+-------------+-----+--------------+--------------+
| Visit(0)  | 1.0         | ... | 0.0          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
| Visit(3)  | 0.0         | ... | 0.0          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
| Visit(4)  | 0.0         | ... | 0.0          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
| Visit(6)  | 0.0         | ... | 0.5          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
| Visit(7)  | 0.0         | ... | 0.0          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
| Visit(9)  | 0.0         | ... | 0.0          | 0.5          |
+-----------+-------------+-----+--------------+--------------+
| Visit(10) | 0.0         | ... | 0.5          | 0.5          |
+-----------+-------------+-----+--------------+--------------+
| Visit(12) | 0.0         | ... | 0.0          | 0.0          |
+-----------+-------------+-----+--------------+--------------+
[bnlearn] >CPD of Group:
+----------+----------+
| Group(0) | 0.470948 |
+----------+----------+
| Group(1) | 0.529052 |
+----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 331 in fold 5: KeyError - 0
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
331     12         5    0    3     9    0     0    7    10     2    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 379 in fold 5: KeyError - 2
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
379      9         4    0    3     9    0     2    7    10     2    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 390 in fold 5: KeyError - 12
Row causing error:      Visit  MR Delay  M/F  Age  EDUC  SES  MMSE  CDR  eTIV  nWBV  ASF  Group
390      3         2    0    7    12    0    21   11    10     7    3      1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11













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In [31]:






evaluation['PC Algorithm (Maximum Likelihood)'] = evaluation_pc_ml

























Evaluation¶


















In [32]:






plot_metrics_from_evaluation(evaluation)
























No description has been provided for this image



















In [33]:






display_evaluation_results(evaluation)

























Tree-Augmented Naive Bayes (Bayes):
  Metrics:
    Classification:
      Accuracy: 94.24%
      Precision: 98.47%
      Recall: 90.35%
      F1_score: 94.22%
    Roc_auc: 0.9443587278881223
    Brier_score: 0.05755558199680625
    Log_loss: 2.0745134481017957
  Time Taken: 41.55 seconds
  Confusion Matrix: [201   3]
                    [ 17 174]

Tree-Augmented Naive Bayes (Maximum Likelihood):
  Metrics:
    Classification:
      Accuracy: 66.84%
      Precision: 100.00%
      Recall: 36.15%
      F1_score: 53.07%
    Roc_auc: 0.6807322746687318
    Brier_score: 0.3315589251265152
    Log_loss: 11.950594975328361
  Time Taken: 5.60 seconds
  Confusion Matrix: [204   0]
                    [120  71]

BDeu Hill Climbing (Bayes):
  Metrics:
    Classification:
      Accuracy: 94.24%
      Precision: 98.47%
      Recall: 90.35%
      F1_score: 94.22%
    Roc_auc: 0.9443587278881223
    Brier_score: 0.05755558199680625
    Log_loss: 2.0745134481017957
  Time Taken: 38.72 seconds
  Confusion Matrix: [201   3]
                    [ 17 174]

BDeu Hill Climbing (Maximum Likelihood):
  Metrics:
    Classification:
      Accuracy: 66.84%
      Precision: 100.00%
      Recall: 36.15%
      F1_score: 53.07%
    Roc_auc: 0.6807322746687318
    Brier_score: 0.3315589251265152
    Log_loss: 11.950594975328361
  Time Taken: 5.73 seconds
  Confusion Matrix: [204   0]
                    [120  71]

PC Algorithm (Bayes):
  Metrics:
    Classification:
      Accuracy: 94.24%
      Precision: 98.47%
      Recall: 90.35%
      F1_score: 94.22%
    Roc_auc: 0.9443587278881223
    Brier_score: 0.05755558199680625
    Log_loss: 2.0745134481017957
  Time Taken: 38.43 seconds
  Confusion Matrix: [201   3]
                    [ 17 174]

PC Algorithm (Maximum Likelihood):
  Metrics:
    Classification:
      Accuracy: 66.84%
      Precision: 100.00%
      Recall: 36.15%
      F1_score: 53.07%
    Roc_auc: 0.6807322746687318
    Brier_score: 0.3315589251265152
    Log_loss: 11.950594975328361
  Time Taken: 6.10 seconds
  Confusion Matrix: [204   0]
                    [120  71]





















In [34]:






plot_confusion_matrices_from_evaluation(evaluation, cmap=gradient_palette)
























No description has been provided for this image























Parkinson's Disease¶


















In [35]:






parkinsons_df = pd.read_csv('data/parkinsons_data_processed.csv')

























Discretising the Data¶


















In [36]:






parkinsons_df_5bins = discretise(parkinsons_df.copy(), nbins=5)
parkinsons_df_sturges = discretise(parkinsons_df.copy(), method='sturges')
parkinsons_df_freedman_diaconis = discretise(parkinsons_df.copy(), method='freedman-diaconis')

























5 Bin¶


















In [37]:






parkinsons_df_5bins.head()





















Out[37]:












MDVP:Fo(Hz)
MDVP:Fhi(Hz)
MDVP:Flo(Hz)
MDVP:Jitter(%)
MDVP:Jitter(Abs)
MDVP:RAP
MDVP:PPQ
Jitter:DDP
MDVP:Shimmer
MDVP:Shimmer(dB)
...
Shimmer:DDA
NHR
HNR
RPDE
DFA
spread1
spread2
D2
PPE
Status






0
0
4
0
0
0
0
0
0
0
0
...
0
0
3
3
1
1
1
1
0
0




1
0
0
0
0
1
0
0
0
1
0
...
1
0
2
4
4
2
2
1
2
1




2
1
1
0
0
0
0
0
0
1
1
...
2
0
2
3
3
2
1
1
1
1




3
1
0
0
1
1
1
0
1
0
0
...
1
0
2
4
1
2
3
3
2
1




4
0
0
0
0
0
0
0
0
0
0
...
0
0
3
2
2
2
2
2
1
1






5 rows × 23 columns






















In [38]:






plot_bins_barcharts(parkinsons_df_5bins)
























No description has been provided for this image























Sturges¶


















In [39]:






parkinsons_df_sturges.head()





















Out[39]:












MDVP:Fo(Hz)
MDVP:Fhi(Hz)
MDVP:Flo(Hz)
MDVP:Jitter(%)
MDVP:Jitter(Abs)
MDVP:RAP
MDVP:PPQ
Jitter:DDP
MDVP:Shimmer
MDVP:Shimmer(dB)
...
Shimmer:DDA
NHR
HNR
RPDE
DFA
spread1
spread2
D2
PPE
Status






0
1
9
1
1
1
0
0
0
0
0
...
0
0
6
7
3
2
3
3
1
0




1
0
0
1
1
2
1
1
1
2
1
...
2
0
5
9
8
5
5
2
4
1




2
2
2
1
1
1
1
1
1
3
2
...
4
0
4
6
6
4
3
2
3
1




3
2
1
1
2
2
2
1
2
1
1
...
2
1
5
8
2
5
6
6
4
1




4
1
0
1
0
0
0
0
0
0
0
...
0
0
6
5
5
4
5
4
3
1






5 rows × 23 columns






















In [40]:






plot_bins_barcharts(parkinsons_df_sturges)
























No description has been provided for this image























Freedman Diaconis¶


















In [41]:






parkinsons_df_freedman_diaconis.head()





















Out[41]:












MDVP:Fo(Hz)
MDVP:Fhi(Hz)
MDVP:Flo(Hz)
MDVP:Jitter(%)
MDVP:Jitter(Abs)
MDVP:RAP
MDVP:PPQ
Jitter:DDP
MDVP:Shimmer
MDVP:Shimmer(dB)
...
Shimmer:DDA
NHR
HNR
RPDE
DFA
spread1
spread2
D2
PPE
Status






0
1
15
0
3
3
3
3
3
1
1
...
1
2
10
7
3
3
4
5
2
0




1
0
0
1
4
6
4
4
4
5
4
...
5
2
9
9
7
6
8
4
6
1




2
2
3
0
5
4
6
5
6
8
9
...
9
4
6
6
5
5
5
5
5
1




3
1
1
1
8
8
9
6
9
4
4
...
4
8
9
8
1
6
9
11
5
1




4
1
0
0
1
2
1
1
1
0
0
...
0
1
10
5
5
5
8
8
5
1






5 rows × 23 columns






















In [42]:






plot_bins_barcharts(parkinsons_df_freedman_diaconis)
























No description has been provided for this image























Comparing Discretisation Methods¶


















In [43]:






mse_5bins = mean_squared_error(parkinsons_df, parkinsons_df_5bins)
mse_sturges = mean_squared_error(parkinsons_df, parkinsons_df_sturges)
mse_freedman_diaconis = mean_squared_error(parkinsons_df, parkinsons_df_freedman_diaconis)





















In [44]:






mse_values = [mse_5bins, mse_sturges, mse_freedman_diaconis]





















In [45]:






plt.bar(['5 Bins', 'Sturges', 'Freedman Diaconis'], mse_values)
plt.title('MSE for Different Discretisation Methods')
plt.ylabel('Mean Squared Error')
plt.yscale('log')
plt.show()
























No description has been provided for this image























This time it seems that the Sturges method performs better, so we will use that.


















In [46]:






parkinsons_df = parkinsons_df_sturges.copy()
parkinsons_df.describe().T





















Out[46]:












count
unique
top
freq






MDVP:Fo(Hz)
294
10
1
76




MDVP:Fhi(Hz)
294
9
0
93




MDVP:Flo(Hz)
294
10
2
65




MDVP:Jitter(%)
294
8
0
168




MDVP:Jitter(Abs)
294
9
0
179




MDVP:RAP
294
9
0
193




MDVP:PPQ
294
9
0
179




Jitter:DDP
294
9
0
193




MDVP:Shimmer
294
9
0
160




MDVP:Shimmer(dB)
294
9
0
169




Shimmer:APQ3
294
9
0
127




Shimmer:APQ5
294
8
0
178




MDVP:APQ
294
8
0
208




Shimmer:DDA
294
9
0
127




NHR
294
8
0
247




HNR
294
10
6
84




RPDE
294
10
4
63




DFA
294
10
3
52




spread1
294
10
1
66




spread2
294
10
3
76




D2
294
10
3
72




PPE
294
10
1
90




Status
294
2
0
147






























Learning Structure & Parameters with Cross-Validation¶






















Now we will explore the process of structure learning and parameter learning for Bayesian Networks (BNs) using the provided dataset. We will evaluate multiple structure learning methods, perform parameter learning, and assess the results using cross-validation.


Our goals are:


    

  1. To understand the structure of the data using various structure learning algorithms.
    2. 

  2. To learn the parameters of the best structure.
    3. 

  3. To evaluate the performance of each method through cross-validation.
    4. 



The methods we will use:


    

  1. Tree-Augmented Naive Bayes (TAN)
    2. 

  2. Hill Climbing (HC) with BDeu scoring
    3. 

  3. PC Algorithm
    4. 



We will then evaluate each method's performance and compare the results.






















Cross-Validation¶


















In [47]:






evaluation = {}

























Tree-Augmented Naive Bayes¶


















In [48]:






structure_kwargs_tan = {'methodtype': 'tan', 'class_node': 'Status'}

























Bayes¶


















In [49]:






evaluation_tan_bayes = discrete_cross_validation(parkinsons_df, 'Status', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'bayes'})

























Fold 1/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+---------------------+---------------------+
| Status          | Status(0)           | Status(1)           |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(0) | 0.20154620640057533 | 0.14352602197010625 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(1) | 0.16432937792161093 | 0.13056005762650819 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(2) | 0.09313196691837469 | 0.1192148388258599  |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(3) | 0.0915138439410284  | 0.11111111111111112 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(4) | 0.08989572096368213 | 0.10624887448226185 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(5) | 0.08989572096368213 | 0.10300738339636233 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(6) | 0.08989572096368213 | 0.09814514676751306 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(7) | 0.08989572096368213 | 0.09328291013866379 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(9) | 0.08989572096368213 | 0.09490365568161355 |
+-----------------+---------------------+---------------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----+---------------------+
| Shimmer:APQ3   | ... | Shimmer:APQ3(9)     |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| Shimmer:DDA(0) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(1) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(2) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(3) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(4) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(5) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(6) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(7) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(9) | ... | 0.15665190807505797 |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----+---------------------+
| Shimmer:APQ3    | ... | Shimmer:APQ3(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Shimmer(0) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(1) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(2) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(3) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(4) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(5) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(6) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(7) | ... | 0.13957410921357788 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(9) | ... | 0.1224963103520978  |
+-----------------+-----+---------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| HNR(0)       | ... | 0.14611005692599618 |
+--------------+-----+---------------------+
| HNR(1)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(2)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(3)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(4)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(5)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(6)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(7)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(8)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(9)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+---------------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9)     |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(0) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(1) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(2) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(3) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(4) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(5) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(6) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(7) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(9) | ... | 0.12682820344902856 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ5(0) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(1) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(2) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(3) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(4) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(5) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(6) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(9) | ... | 0.14047151277013753 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----+---------------------+
| MDVP:Shimmer | ... | MDVP:Shimmer(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| MDVP:APQ(0)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(1)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(2)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(3)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(4)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(5)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(6)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(9)  | ... | 0.14047151277013753 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+---------------------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+----------------+-----------+-----+---------------------+-----------+
| Status         | Status(0) | ... | Status(0)           | Status(1) |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 0.25                | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+---------------------+-----+---------------------+
| HNR         | HNR(0)              | ... | HNR(9)              |
+-------------+---------------------+-----+---------------------+
| Status      | Status(0)           | ... | Status(1)           |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----+---------------------+-----------+
| HNR    | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+--------+-----------+-----+---------------------+-----------+
| Status | Status(0) | ... | Status(0)           | Status(1) |
+--------+-----------+-----+---------------------+-----------+
| NHR(0) | 0.125     | ... | 0.2708333333333333  | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(1) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(2) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(3) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(5) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(6) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(8) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(9) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+----------------+
| Status          | Status(0)      | ... | Status(0)      | Status(1)      |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.109375       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.109375       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.234375       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+---------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 0.296875       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread2(0)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(1)  | 0.1            | ... | 0.09375        | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(2)  | 0.1            | ... | 0.171875       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(3)  | 0.1            | ... | 0.171875       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(4)  | 0.1            | ... | 0.09375        | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(5)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(6)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(7)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(8)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(9)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread1(0)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(1)  | 0.1            | ... | 0.296875       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(2)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(3)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(4)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(5)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(6)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(7)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(8)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(9)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| D2(0)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(1)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(2)       | 0.1            | ... | 0.15625        | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(3)       | 0.1            | ... | 0.171875       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(4)       | 0.1            | ... | 0.125          | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(5)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(6)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(7)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(8)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(9)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-----+---------------------+
| MDVP:RAP      | ... | MDVP:RAP(9)         |
+---------------+-----+---------------------+
| Status        | ... | Status(1)           |
+---------------+-----+---------------------+
| Jitter:DDP(0) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(1) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(2) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(3) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(4) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(5) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(7) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(8) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(9) | ... | 0.12682820344902856 |
+---------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+---------------------+
| MDVP:RAP          | ... | MDVP:RAP(9)         |
+-------------------+-----+---------------------+
| Status            | ... | Status(1)           |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(0) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(1) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(2) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(3) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(4) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(5) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(8) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(9) | ... | 0.14047151277013753 |
+-------------------+-----+---------------------+
[bnlearn] >CPD of PPE:
+---------+---------------------+-----+---------------------+
| Status  | Status(0)           | ... | Status(1)           |
+---------+---------------------+-----+---------------------+
| spread1 | spread1(0)          | ... | spread1(9)          |
+---------+---------------------+-----+---------------------+
| PPE(0)  | 0.26229508196721313 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(1)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(2)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(3)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(4)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(5)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(6)  | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
| PPE(7)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(8)  | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
| PPE(9)  | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of RPDE:
+---------+---------------------+-----+---------------------+
| Status  | Status(0)           | ... | Status(1)           |
+---------+---------------------+-----+---------------------+
| spread1 | spread1(0)          | ... | spread1(9)          |
+---------+---------------------+-----+---------------------+
| RPDE(0) | 0.11475409836065574 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(1) | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(2) | 0.18032786885245902 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(3) | 0.11475409836065574 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(4) | 0.09836065573770492 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(5) | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(6) | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(7) | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
| RPDE(8) | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
| RPDE(9) | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+---------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)   |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| MDVP:PPQ(0)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(1)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(2)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(3)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(4)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(5)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(7)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
| MDVP:PPQ(8)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
| MDVP:PPQ(9)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+---------------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)         |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.500405 |
+-----------+----------+
| Status(1) | 0.499595 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Fold 2/5
[bnlearn] >Computing best DAG using [tan]













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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:DDA:
+----------------+---------------------+---------------------+
| Status         | Status(0)           | Status(1)           |
+----------------+---------------------+---------------------+
| Shimmer:DDA(0) | 0.19145855953673543 | 0.13938092682054035 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(1) | 0.16702859211002533 | 0.1377706208624083  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(2) | 0.09699601882012306 | 0.1200572553229558  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(3) | 0.09211002533478103 | 0.11039541957416354 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(4) | 0.09048136083966703 | 0.1055645016997674  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(5) | 0.09048136083966703 | 0.10234388978350331 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(6) | 0.09048136083966703 | 0.09751297190910718 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(7) | 0.09048136083966703 | 0.09268205403471104 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(9) | 0.09048136083966703 | 0.09429235999284309 |
+----------------+---------------------+---------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+-----+---------------------+
| Shimmer:DDA     | ... | Shimmer:DDA(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ3(0) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(1) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(2) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(3) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(4) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(5) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(6) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(7) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(9) | ... | 0.15665190807505797 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----+---------------------+
| Shimmer:APQ3    | ... | Shimmer:APQ3(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Shimmer(0) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(1) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(2) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(3) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(4) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(5) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(6) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(7) | ... | 0.13957410921357788 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(9) | ... | 0.1224963103520978  |
+-----------------+-----+---------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| HNR(0)       | ... | 0.14611005692599618 |
+--------------+-----+---------------------+
| HNR(1)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(2)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(3)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(4)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(5)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(6)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(7)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(8)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(9)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| MDVP:APQ(0)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(1)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(2)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(3)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(4)  | ... | 0.15275142314990514 |
+--------------+-----+---------------------+
| MDVP:APQ(5)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(6)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(9)  | ... | 0.13567362428842505 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+---------------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9)     |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(0) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(1) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(2) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(3) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(4) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(5) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(6) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(7) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(9) | ... | 0.12682820344902856 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ5(0) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(1) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(2) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(3) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(4) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(5) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(6) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(9) | ... | 0.14047151277013753 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+---------------------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+----------------+-----------+-----+---------------------+-----------+
| Status         | Status(0) | ... | Status(0)           | Status(1) |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 0.2857142857142857  | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+---------------------+-----+---------------------+
| HNR         | HNR(0)              | ... | HNR(9)              |
+-------------+---------------------+-----+---------------------+
| Status      | Status(0)           | ... | Status(1)           |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----+--------------------+-----------+
| HNR    | HNR(0)    | ... | HNR(9)             | HNR(9)    |
+--------+-----------+-----+--------------------+-----------+
| Status | Status(0) | ... | Status(0)          | Status(1) |
+--------+-----------+-----+--------------------+-----------+
| NHR(0) | 0.125     | ... | 0.3055555555555556 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(1) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(2) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(3) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(5) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(6) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(8) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(9) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+---------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| DFA(0)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(1)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(2)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(3)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(4)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(5)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(6)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(7)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(8)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(9)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread1(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| D2(0)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(1)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(2)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(3)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(4)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(5)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(6)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(7)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(8)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(9)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-----+---------------------+
| MDVP:RAP      | ... | MDVP:RAP(9)         |
+---------------+-----+---------------------+
| Status        | ... | Status(1)           |
+---------------+-----+---------------------+
| Jitter:DDP(0) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(1) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(2) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(3) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(4) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(5) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(7) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(8) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(9) | ... | 0.12682820344902856 |
+---------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+---------------------+
| MDVP:RAP          | ... | MDVP:RAP(9)         |
+-------------------+-----+---------------------+
| Status            | ... | Status(1)           |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(0) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(1) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(2) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(3) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(4) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(5) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(8) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(9) | ... | 0.14047151277013753 |
+-------------------+-----+---------------------+
[bnlearn] >CPD of RPDE:
+--------------+-----+-----------------+
| MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| RPDE(0)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(1)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(2)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(3)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(4)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(5)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(6)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(7)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(8)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(9)      | ... | 0.1             |
+--------------+-----+-----------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+---------------------+
| Status  | Status(0)  | ... | Status(1)           |
+---------+------------+-----+---------------------+
| spread1 | spread1(0) | ... | spread1(9)          |
+---------+------------+-----+---------------------+
| PPE(0)  | 0.296875   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(1)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(2)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(3)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(4)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(5)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(6)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(7)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(8)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(9)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+---------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)   |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| MDVP:PPQ(0)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(1)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(2)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(3)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(4)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(5)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(7)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
| MDVP:PPQ(8)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
| MDVP:PPQ(9)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+---------------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)         |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.497166 |
+-----------+----------+
| Status(1) | 0.502834 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Fold 3/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+---------------------+---------------------+
| Status          | Status(0)           | Status(1)           |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(0) | 0.2025089605734767  | 0.15049683830171634 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(1) | 0.16218637992831542 | 0.12773261065943994 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(2) | 0.0960573476702509  | 0.12122854561878953 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(3) | 0.09121863799283154 | 0.11472448057813912 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(4) | 0.08960573476702509 | 0.10334236675700091 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(5) | 0.08960573476702509 | 0.1000903342366757  |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(6) | 0.08960573476702509 | 0.0968383017163505  |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(7) | 0.08960573476702509 | 0.0919602529358627  |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(9) | 0.08960573476702509 | 0.09358626919602529 |
+-----------------+---------------------+---------------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----+---------------------+
| Shimmer:APQ3   | ... | Shimmer:APQ3(9)     |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| Shimmer:DDA(0) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(1) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(2) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(3) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(4) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(5) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(6) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(7) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(9) | ... | 0.141999141999142   |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----+---------------------+
| Shimmer:APQ3    | ... | Shimmer:APQ3(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Shimmer(0) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(1) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(2) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(3) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(4) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(5) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(7) | ... | 0.13803088803088806 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(9) | ... | 0.13803088803088806 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| HNR(0)       | ... | 0.13127413127413126 |
+--------------+-----+---------------------+
| HNR(1)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(2)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(3)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(4)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(5)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(6)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(7)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(8)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(9)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| MDVP:APQ(0)  | ... | 0.13789299503585217 |
+--------------+-----+---------------------+
| MDVP:APQ(1)  | ... | 0.13789299503585217 |
+--------------+-----+---------------------+
| MDVP:APQ(2)  | ... | 0.13789299503585217 |
+--------------+-----+---------------------+
| MDVP:APQ(3)  | ... | 0.13789299503585217 |
+--------------+-----+---------------------+
| MDVP:APQ(4)  | ... | 0.15526751241036954 |
+--------------+-----+---------------------+
| MDVP:APQ(5)  | ... | 0.13789299503585217 |
+--------------+-----+---------------------+
| MDVP:APQ(9)  | ... | 0.15526751241036954 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+--------------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9)    |
+---------------------+-----+--------------------+
| Status              | ... | Status(1)          |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(0) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(1) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(2) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(3) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(4) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(5) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(6) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(7) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(9) | ... | 0.1251093613298338 |
+---------------------+-----+--------------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ5(0) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(1) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(2) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(3) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(4) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(5) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(6) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(9) | ... | 0.13877952755905512 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+-----------+-----+---------------------+-----------+
| HNR             | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+-----------------+-----------+-----+---------------------+-----------+
| Status          | Status(0) | ... | Status(0)           | Status(1) |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(0) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(1) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(2) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(3) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(4) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(5) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(6) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(7) | 0.1       | ... | 0.2857142857142857  | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(8) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(9) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+---------------------+-----+---------------------+
| HNR         | HNR(0)              | ... | HNR(9)              |
+-------------+---------------------+-----+---------------------+
| Status      | Status(0)           | ... | Status(1)           |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----+-----------------+
| MDVP:Flo(Hz)   | ... | MDVP:Flo(Hz)(9) |
+----------------+-----+-----------------+
| Status         | ... | Status(1)       |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(0) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(1) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(2) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(3) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(4) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(5) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(6) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(7) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(8) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(9) | ... | 0.1             |
+----------------+-----+-----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-----+---------------------+
| MDVP:RAP      | ... | MDVP:RAP(9)         |
+---------------+-----+---------------------+
| Status        | ... | Status(1)           |
+---------------+-----+---------------------+
| Jitter:DDP(0) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(1) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(2) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(3) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(4) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(5) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(7) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(8) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(9) | ... | 0.12682820344902856 |
+---------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+---------------------+
| MDVP:RAP          | ... | MDVP:RAP(9)         |
+-------------------+-----+---------------------+
| Status            | ... | Status(1)           |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(0) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(1) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(2) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(3) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(4) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(5) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(8) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(9) | ... | 0.14047151277013753 |
+-------------------+-----+---------------------+
[bnlearn] >CPD of NHR:
+----------+----------------------+-----+---------------------+
| MDVP:RAP | MDVP:RAP(0)          | ... | MDVP:RAP(9)         |
+----------+----------------------+-----+---------------------+
| Status   | Status(0)            | ... | Status(1)           |
+----------+----------------------+-----+---------------------+
| NHR(0)   | 0.6854267228099001   | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(1)   | 0.05782068398890827  | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(2)   | 0.051350518640238256 | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(3)   | 0.051350518640238256 | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(5)   | 0.051350518640238256 | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(6)   | 0.051350518640238256 | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(9)   | 0.051350518640238256 | ... | 0.15801291046870614 |
+----------+----------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+---------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| DFA(0)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(1)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(2)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(3)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(4)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(5)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(6)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(7)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(8)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(9)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread1(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of RPDE:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| RPDE(0)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(1)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(2)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(3)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(4)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(5)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(6)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(7)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(8)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(9)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of D2:
+-------------+---------------------+-----+---------------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0)      | ... | MDVP:Fo(Hz)(9)      |
+-------------+---------------------+-----+---------------------+
| Status      | Status(0)           | ... | Status(1)           |
+-------------+---------------------+-----+---------------------+
| D2(0)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(1)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(2)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(3)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(4)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(5)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(6)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(7)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(8)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+---------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)   |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| MDVP:PPQ(0)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(1)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(2)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(3)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(4)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(5)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(7)    | ... | 0.1231696813092162  |
+----------------+-----+---------------------+
| MDVP:PPQ(8)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(9)    | ... | 0.1231696813092162  |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+---------------------+
| MDVP:Jitter(%)      | ... | MDVP:Jitter(%)(9)   |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(6) | ... | 0.13662790697674418 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(9) | ... | 0.13662790697674418 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+---------------------+
| Status  | Status(0)  | ... | Status(1)           |
+---------+------------+-----+---------------------+
| spread1 | spread1(0) | ... | spread1(9)          |
+---------+------------+-----+---------------------+
| PPE(0)  | 0.296875   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(1)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(2)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(3)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(4)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(5)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(6)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(7)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(8)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(9)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.502024 |
+-----------+----------+
| Status(1) | 0.497976 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 22













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Error for row 119 in fold 3: KeyError - 6
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
119            4             1             4               4   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
119                 3         3         4           3             6   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
119                 6  ...            6    2    1     7    8        8   

     spread2  D2  PPE  Status  
119        9   8    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 123 in fold 3: KeyError - 9
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
123            5             2             4               1   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
123                 1         1         1           1             3   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
123                 2  ...            3    2    1     7    6        6   

     spread2  D2  PPE  Status  
123        8   9    5       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 150 in fold 3: KeyError - 8
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
150            2             9             0               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
150                 8         8         8           8             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
150                 6  ...            9    8    0     7    2        8   

     spread2  D2  PPE  Status  
150        5   5    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 166 in fold 3: KeyError - 6
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
166            3             1             4               0   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
166                 0         0         0           0             6   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
166                 5  ...            7    0    4     5    5        2   

     spread2  D2  PPE  Status  
166        4   4    1       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
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Fold 4/5
[bnlearn] >Computing best DAG using [tan]













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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+---------------------+---------------------+
| Status          | Status(0)           | Status(1)           |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(0) | 0.23504968383017166 | 0.1492831541218638  |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(1) | 0.12935862691960257 | 0.13799283154121864 |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(2) | 0.0935862691960253  | 0.12670250896057347 |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(3) | 0.0903342366757001  | 0.10734767025089606 |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(4) | 0.0903342366757001  | 0.1025089605734767  |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(5) | 0.0903342366757001  | 0.0992831541218638  |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(6) | 0.0903342366757001  | 0.092831541218638   |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(7) | 0.0903342366757001  | 0.092831541218638   |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(9) | 0.0903342366757001  | 0.09121863799283154 |
+-----------------+---------------------+---------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ3(0) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(1) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(2) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(3) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(4) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(5) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(6) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(7) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(9) | ... | 0.12682820344902856 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+---------------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9)     |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(0) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(1) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(2) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(3) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(4) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(5) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(6) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(9) | ... | 0.14047151277013753 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ5(0) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(1) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(2) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(3) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(4) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(5) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(6) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(9) | ... | 0.14047151277013753 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----+---------------------+
| MDVP:Shimmer | ... | MDVP:Shimmer(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| MDVP:APQ(0)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(1)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(2)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(3)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(4)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(6)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(9)  | ... | 0.15801291046870614 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----+---------------------+
| Shimmer:APQ3   | ... | Shimmer:APQ3(9)     |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| Shimmer:DDA(0) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(1) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(2) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(3) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(4) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(5) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(6) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(7) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(9) | ... | 0.15665190807505797 |
+----------------+-----+---------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| HNR(0)       | ... | 0.14611005692599618 |
+--------------+-----+---------------------+
| HNR(1)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(2)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(3)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(4)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(5)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(6)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(7)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(8)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(9)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+---------------------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+----------------+-----------+-----+---------------------+-----------+
| Status         | Status(0) | ... | Status(0)           | Status(1) |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 0.2857142857142857  | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+-----------+-----+--------------------+-----------+
| HNR         | HNR(0)    | ... | HNR(9)             | HNR(9)    |
+-------------+-----------+-----+--------------------+-----------+
| Status      | Status(0) | ... | Status(0)          | Status(1) |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(0) | 0.125     | ... | 0.3055555555555556 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(1) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(2) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(3) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(4) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(5) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(8) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(9) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----+--------------------+-----------+
| HNR    | HNR(0)    | ... | HNR(9)             | HNR(9)    |
+--------+-----------+-----+--------------------+-----------+
| Status | Status(0) | ... | Status(0)          | Status(1) |
+--------+-----------+-----+--------------------+-----------+
| NHR(0) | 0.125     | ... | 0.3055555555555556 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(1) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(2) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(3) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(5) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(6) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(8) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(9) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(0) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(1) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(2) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(3) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(4) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(6) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(7) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(9) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| DFA(0)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(1)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(2)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(3)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(4)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(5)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(6)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(7)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(8)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(9)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread1(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| D2(0)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(1)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(2)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(3)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(4)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(5)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(6)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(7)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(8)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(9)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-----+---------------------+
| MDVP:RAP      | ... | MDVP:RAP(9)         |
+---------------+-----+---------------------+
| Status        | ... | Status(1)           |
+---------------+-----+---------------------+
| Jitter:DDP(0) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(1) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(2) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(3) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(4) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(5) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(8) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(9) | ... | 0.13877952755905512 |
+---------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+---------------------+
| MDVP:RAP          | ... | MDVP:RAP(9)         |
+-------------------+-----+---------------------+
| Status            | ... | Status(1)           |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(0) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(1) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(2) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(3) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(4) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(5) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(9) | ... | 0.15635545556805397 |
+-------------------+-----+---------------------+
[bnlearn] >CPD of PPE:
+---------+---------------------+-----+---------------------+
| Status  | Status(0)           | ... | Status(1)           |
+---------+---------------------+-----+---------------------+
| spread1 | spread1(0)          | ... | spread1(9)          |
+---------+---------------------+-----+---------------------+
| PPE(0)  | 0.3076923076923077  | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(1)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(2)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(3)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(4)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(5)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(6)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(7)  | 0.07692307692307693 | ... | 0.11538461538461539 |
+---------+---------------------+-----+---------------------+
| PPE(8)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(9)  | 0.07692307692307693 | ... | 0.11538461538461539 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of RPDE:
+---------+---------------------+-----+---------------------+
| Status  | Status(0)           | ... | Status(1)           |
+---------+---------------------+-----+---------------------+
| spread1 | spread1(0)          | ... | spread1(9)          |
+---------+---------------------+-----+---------------------+
| RPDE(0) | 0.1076923076923077  | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(1) | 0.09230769230769231 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(2) | 0.18461538461538463 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(3) | 0.12307692307692308 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(4) | 0.1076923076923077  | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(5) | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(6) | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(7) | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(8) | 0.07692307692307693 | ... | 0.1346153846153846  |
+---------+---------------------+-----+---------------------+
| RPDE(9) | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+---------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)   |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| MDVP:PPQ(0)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(1)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(2)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(3)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(4)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(5)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(7)    | ... | 0.12006824482832161 |
+----------------+-----+---------------------+
| MDVP:PPQ(8)    | ... | 0.12006824482832161 |
+----------------+-----+---------------------+
| MDVP:PPQ(9)    | ... | 0.12006824482832161 |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+---------------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)         |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.497976 |
+-----------+----------+
| Status(1) | 0.502024 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 22













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Error for row 200 in fold 4: KeyError - 5
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
200            3             5             0               1   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
200                 1         0         1           0             0   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
200                 0  ...            0    0    5     7    2        4   

     spread2  D2  PPE  Status  
200        5   3    3       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22













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Error for row 207 in fold 4: KeyError - 7
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
207            6             2             6               8   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
207                 5         7         8           7             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
207                 7  ...            7    5    0     7    7        9   

     spread2  D2  PPE  Status  
207        7   7    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22













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Fold 5/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:DDA:
+----------------+---------------------+---------------------+
| Status         | Status(0)           | Status(1)           |
+----------------+---------------------+---------------------+
| Shimmer:DDA(0) | 0.2054034711039542  | 0.14887082204155375 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(1) | 0.16514582215065307 | 0.12610659439927732 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(2) | 0.09268205403471104 | 0.11960252935862692 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(3) | 0.08946144211844695 | 0.11635049683830172 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(4) | 0.08946144211844695 | 0.1049683830171635  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(5) | 0.08946144211844695 | 0.1000903342366757  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(6) | 0.08946144211844695 | 0.0984643179765131  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(7) | 0.08946144211844695 | 0.09358626919602529 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(9) | 0.08946144211844695 | 0.0919602529358627  |
+----------------+---------------------+---------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+-----+---------------------+
| Shimmer:DDA     | ... | Shimmer:DDA(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ3(0) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(1) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(2) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(3) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(4) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(5) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(6) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(7) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(9) | ... | 0.12682820344902856 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----+---------------------+
| Shimmer:APQ3    | ... | Shimmer:APQ3(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Shimmer(0) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(1) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(2) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(3) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(4) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(5) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(6) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(7) | ... | 0.14047151277013753 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| HNR(0)       | ... | 0.11591355599214143 |
+--------------+-----+---------------------+
| HNR(1)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(2)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(3)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(4)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(5)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(6)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(7)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(8)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(9)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| MDVP:APQ(0)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(1)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(2)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(3)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(4)  | ... | 0.15801291046870614 |
+--------------+-----+---------------------+
| MDVP:APQ(5)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(6)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+---------------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(7)     |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(0) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(1) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(2) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(3) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(4) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(5) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(6) | ... | 0.13662790697674418 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(7) | ... | 0.13662790697674418 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(7)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ5(0) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(1) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(2) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(3) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(4) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(5) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(6) | ... | 0.16943521594684385 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+---------------------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+----------------+-----------+-----+---------------------+-----------+
| Status         | Status(0) | ... | Status(0)           | Status(1) |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 0.26229508196721313 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of spread1:
+------------+-----------+-----+---------------------+-----------+
| HNR        | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+------------+-----------+-----+---------------------+-----------+
| Status     | Status(0) | ... | Status(0)           | Status(1) |
+------------+-----------+-----+---------------------+-----------+
| spread1(0) | 0.1       | ... | 0.22950819672131148 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(1) | 0.1       | ... | 0.11475409836065574 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(2) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(3) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(4) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(5) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(6) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(7) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(8) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(9) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:PPQ:
+-------------+---------------------+-----+---------------------+
| HNR         | HNR(0)              | ... | HNR(9)              |
+-------------+---------------------+-----+---------------------+
| Status      | Status(0)           | ... | Status(1)           |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(0) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(1) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(2) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(3) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(4) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(5) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(8) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
[bnlearn] >CPD of NHR:
+--------+---------------------+-----+---------------------+
| HNR    | HNR(0)              | ... | HNR(9)              |
+--------+---------------------+-----+---------------------+
| Status | Status(0)           | ... | Status(1)           |
+--------+---------------------+-----+---------------------+
| NHR(0) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
| NHR(1) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
| NHR(2) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
| NHR(3) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
| NHR(5) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
| NHR(8) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+---------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| DFA(0)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(1)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(2)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(3)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(4)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(5)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(6)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(7)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(8)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(9)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of PPE:
+---------+---------------------+-----+---------------------+
| Status  | Status(0)           | ... | Status(1)           |
+---------+---------------------+-----+---------------------+
| spread1 | spread1(0)          | ... | spread1(9)          |
+---------+---------------------+-----+---------------------+
| PPE(0)  | 0.3055555555555555  | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(1)  | 0.08680555555555554 | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(2)  | 0.08680555555555554 | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(3)  | 0.08680555555555554 | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(4)  | 0.08680555555555554 | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(5)  | 0.08680555555555554 | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(6)  | 0.08680555555555554 | ... | 0.12368972746331235 |
+---------+---------------------+-----+---------------------+
| PPE(7)  | 0.08680555555555554 | ... | 0.12368972746331235 |
+---------+---------------------+-----+---------------------+
| PPE(8)  | 0.08680555555555554 | ... | 0.12368972746331235 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of RPDE:
+---------+------------+-----+---------------------+
| Status  | Status(0)  | ... | Status(1)           |
+---------+------------+-----+---------------------+
| spread1 | spread1(0) | ... | spread1(9)          |
+---------+------------+-----+---------------------+
| RPDE(0) | 0.109375   | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(1) | 0.09375    | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(2) | 0.171875   | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(3) | 0.125      | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(4) | 0.109375   | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(5) | 0.078125   | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(6) | 0.078125   | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(7) | 0.078125   | ... | 0.11320754716981132 |
+---------+------------+-----+---------------------+
| RPDE(8) | 0.078125   | ... | 0.11320754716981132 |
+---------+------------+-----+---------------------+
| RPDE(9) | 0.078125   | ... | 0.11320754716981132 |
+---------+------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+---------------------+
| MDVP:PPQ          | ... | MDVP:PPQ(8)         |
+-------------------+-----+---------------------+
| Status            | ... | Status(1)           |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(0) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(1) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(2) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(3) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(4) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(5) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(8) | ... | 0.13521400778210116 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(9) | ... | 0.13521400778210116 |
+-------------------+-----+---------------------+
[bnlearn] >CPD of D2:
+--------------+-----+-----------------+
| MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| D2(0)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(1)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(2)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(3)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(4)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(5)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(6)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(7)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(8)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(9)        | ... | 0.1             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:RAP:
+----------------+-----+---------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)   |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| MDVP:RAP(0)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(1)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(2)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(3)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(4)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(5)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(7)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(8)    | ... | 0.13877952755905512 |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+---------------------+
| MDVP:Jitter(%)      | ... | MDVP:Jitter(%)(9)   |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(8) | ... | 0.15635545556805397 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-----+---------------------+
| MDVP:RAP      | ... | MDVP:RAP(8)         |
+---------------+-----+---------------------+
| Status        | ... | Status(1)           |
+---------------+-----+---------------------+
| Jitter:DDP(0) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(1) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(2) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(3) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(4) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(5) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(7) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(8) | ... | 0.13877952755905512 |
+---------------+-----+---------------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.502427 |
+-----------+----------+
| Status(1) | 0.497573 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 289 in fold 5: KeyError - 9
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
289            6             2             5               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
289                 6         8         9           8             9   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
289                 9  ...            9    6    0     8    7        9   

     spread2  D2  PPE  Status  
289        9   7    9       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
[bnlearn]> Remaining columns for inference: 22













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Error for row 291 in fold 5: KeyError - 7
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
291            2             0             2               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
291                 9         9         7           9             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
291                 6  ...            9    9    0     9    3        7   

     spread2  D2  PPE  Status  
291        5   6    6       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
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In [50]:






evaluation['Tree-Augmented Naive Bayes (Bayes)'] = evaluation_tan_bayes

























Maximum Likelihood¶


















In [51]:






evaluation_tan_ml = discrete_cross_validation(parkinsons_df, 'Status', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'ml'})

























Fold 1/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+---------------------+----------------------+
| Status          | Status(0)           | Status(1)            |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(0) | 0.5847457627118644  | 0.28205128205128205  |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(1) | 0.3898305084745763  | 0.21367521367521367  |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(2) | 0.01694915254237288 | 0.15384615384615385  |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(3) | 0.00847457627118644 | 0.1111111111111111   |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(4) | 0.0                 | 0.08547008547008547  |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(5) | 0.0                 | 0.06837606837606838  |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(6) | 0.0                 | 0.042735042735042736 |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(7) | 0.0                 | 0.017094017094017096 |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(9) | 0.0                 | 0.02564102564102564  |
+-----------------+---------------------+----------------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----------------+-----+-----------------+
| Shimmer:APQ3   | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+----------------+-----------------+-----+-----------------+
| Status         | Status(0)       | ... | Status(1)       |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(0) | 1.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(1) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(2) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(3) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(4) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(5) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(6) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(7) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(9) | 0.0             | ... | 1.0             |
+----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----------------+-----+--------------------+
| Shimmer:APQ3    | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9)    |
+-----------------+-----------------+-----+--------------------+
| Status          | Status(0)       | ... | Status(1)          |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(0) | 1.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(1) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(2) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(3) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(4) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(5) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(6) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(7) | 0.0             | ... | 0.6666666666666666 |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(9) | 0.0             | ... | 0.3333333333333333 |
+-----------------+-----------------+-----+--------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+-----------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| HNR(0)       | ... | 1.0             |
+--------------+-----+-----------------+
| HNR(1)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(2)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(3)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(4)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(5)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(6)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(7)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(8)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(9)       | ... | 0.0             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+-----------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9) |
+---------------------+-----+-----------------+
| Status              | ... | Status(1)       |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(0) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(1) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(2) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(3) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(4) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(5) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(6) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(7) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(9) | ... | 1.0             |
+---------------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer    | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(6) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(9) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----------------+-----+-----------------+
| MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+--------------+-----------------+-----+-----------------+
| Status       | Status(0)       | ... | Status(1)       |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(0)  | 1.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(1)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(2)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(3)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(4)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(5)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(6)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(9)  | 0.0             | ... | 1.0             |
+--------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+-----------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+----------------+-----------+-----+-----------+-----------+
| Status         | Status(0) | ... | Status(0) | Status(1) |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 1.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+--------------------+-----+-----------+--------------------+
| HNR         | HNR(0)             | ... | HNR(9)    | HNR(9)             |
+-------------+--------------------+-----+-----------+--------------------+
| Status      | Status(0)          | ... | Status(0) | Status(1)          |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----------+-----+-----------+-----------+
| HNR    | HNR(0)    | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+--------+-----------+-----------+-----+-----------+-----------+
| Status | Status(0) | Status(1) | ... | Status(0) | Status(1) |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(0) | 0.125     | 0.0       | ... | 1.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(1) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(2) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(3) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(5) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(6) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(8) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(9) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+--------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)     |
+-----------------+-----+--------------------+
| Status          | ... | Status(1)          |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread1(0)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(1)  | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(2)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(3)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(4)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(5)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(6)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(7)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(8)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(9)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| D2(0)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(1)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(2)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(3)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(4)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(5)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(6)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(7)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(8)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(9)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-------------+-----+--------------------+-------------+
| MDVP:RAP      | MDVP:RAP(0) | ... | MDVP:RAP(9)        | MDVP:RAP(9) |
+---------------+-------------+-----+--------------------+-------------+
| Status        | Status(0)   | ... | Status(0)          | Status(1)   |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(0) | 1.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(1) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(2) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(3) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(4) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(5) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(7) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(8) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(9) | 0.0         | ... | 0.1111111111111111 | 1.0         |
+---------------+-------------+-----+--------------------+-------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+-------------+-------------+
| MDVP:RAP          | ... | MDVP:RAP(9) | MDVP:RAP(9) |
+-------------------+-----+-------------+-------------+
| Status            | ... | Status(0)   | Status(1)   |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(0) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(1) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(2) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(3) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(4) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(5) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(8) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(9) | ... | 0.125       | 1.0         |
+-------------------+-----+-------------+-------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+------------+--------------------+
| Status  | Status(0)  | ... | Status(1)  | Status(1)          |
+---------+------------+-----+------------+--------------------+
| spread1 | spread1(0) | ... | spread1(8) | spread1(9)         |
+---------+------------+-----+------------+--------------------+
| PPE(0)  | 1.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(1)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(2)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(3)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(4)  | 0.0        | ... | 0.25       | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(5)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(6)  | 0.0        | ... | 0.0        | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
| PPE(7)  | 0.0        | ... | 0.25       | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(8)  | 0.0        | ... | 0.5        | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
| PPE(9)  | 0.0        | ... | 0.0        | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
[bnlearn] >CPD of RPDE:
+---------+---------------------+-----+------------+--------------------+
| Status  | Status(0)           | ... | Status(1)  | Status(1)          |
+---------+---------------------+-----+------------+--------------------+
| spread1 | spread1(0)          | ... | spread1(8) | spread1(9)         |
+---------+---------------------+-----+------------+--------------------+
| RPDE(0) | 0.18181818181818182 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(1) | 0.0                 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(2) | 0.5454545454545454  | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(3) | 0.18181818181818182 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(4) | 0.09090909090909091 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(5) | 0.0                 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(6) | 0.0                 | ... | 0.25       | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(7) | 0.0                 | ... | 0.5        | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
| RPDE(8) | 0.0                 | ... | 0.25       | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
| RPDE(9) | 0.0                 | ... | 0.0        | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+--------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)  |
+----------------+-----+--------------------+
| Status         | ... | Status(1)          |
+----------------+-----+--------------------+
| MDVP:PPQ(0)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(1)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(2)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(3)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(4)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(5)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(7)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(8)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(9)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+--------------------+-------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)        | MDVP:PPQ(9) |
+---------------------+-----+--------------------+-------------+
| Status              | ... | Status(0)          | Status(1)   |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.502128 |
+-----------+----------+
| Status(1) | 0.497872 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Fold 2/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:DDA:
+----------------+----------------------+----------------------+
| Status         | Status(0)            | Status(1)            |
+----------------+----------------------+----------------------+
| Shimmer:DDA(0) | 0.543859649122807    | 0.256198347107438    |
+----------------+----------------------+----------------------+
| Shimmer:DDA(1) | 0.41228070175438597  | 0.24793388429752067  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(2) | 0.03508771929824561  | 0.15702479338842976  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(3) | 0.008771929824561403 | 0.10743801652892562  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(4) | 0.0                  | 0.08264462809917356  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(5) | 0.0                  | 0.06611570247933884  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(6) | 0.0                  | 0.04132231404958678  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(7) | 0.0                  | 0.01652892561983471  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(9) | 0.0                  | 0.024793388429752067 |
+----------------+----------------------+----------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+----------------+-----+----------------+
| Shimmer:DDA     | Shimmer:DDA(0) | ... | Shimmer:DDA(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(0) | 1.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(1) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(2) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(3) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(4) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(5) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(6) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(7) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(9) | 0.0            | ... | 1.0            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----------------+-----+--------------------+
| Shimmer:APQ3    | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9)    |
+-----------------+-----------------+-----+--------------------+
| Status          | Status(0)       | ... | Status(1)          |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(0) | 1.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(1) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(2) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(3) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(4) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(5) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(6) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(7) | 0.0             | ... | 0.6666666666666666 |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(9) | 0.0             | ... | 0.3333333333333333 |
+-----------------+-----------------+-----+--------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+-----------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| HNR(0)       | ... | 1.0             |
+--------------+-----+-----------------+
| HNR(1)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(2)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(3)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(4)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(5)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(6)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(7)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(8)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(9)       | ... | 0.0             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----------------+-----+--------------------+
| Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9)    |
+--------------+-----------------+-----+--------------------+
| Status       | Status(0)       | ... | Status(1)          |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(0)  | 1.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(1)  | 0.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(2)  | 0.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(3)  | 0.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(4)  | 0.0             | ... | 0.6666666666666666 |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(5)  | 0.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(6)  | 0.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(9)  | 0.0             | ... | 0.3333333333333333 |
+--------------+-----------------+-----+--------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+-----------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9) |
+---------------------+-----+-----------------+
| Status              | ... | Status(1)       |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(0) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(1) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(2) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(3) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(4) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(5) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(6) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(7) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(9) | ... | 1.0             |
+---------------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer    | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(6) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(9) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+-----------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+----------------+-----------+-----+-----------+-----------+
| Status         | Status(0) | ... | Status(0) | Status(1) |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 1.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+--------------------+-----+-----------+--------------------+
| HNR         | HNR(0)             | ... | HNR(9)    | HNR(9)             |
+-------------+--------------------+-----+-----------+--------------------+
| Status      | Status(0)          | ... | Status(0) | Status(1)          |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----------+-----+-----------+-----------+
| HNR    | HNR(0)    | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+--------+-----------+-----------+-----+-----------+-----------+
| Status | Status(0) | Status(1) | ... | Status(0) | Status(1) |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(0) | 0.125     | 0.0       | ... | 1.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(1) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(2) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(3) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(5) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(6) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(8) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(9) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+----------------+
| Status          | Status(0)      | ... | Status(0)      | Status(1)      |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.05           | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.85           | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+--------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)     |
+-----------------+-----+--------------------+
| Status          | ... | Status(1)          |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread1(0)  | 0.1            | ... | 0.05           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(1)  | 0.1            | ... | 0.95           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(2)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(3)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(4)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(5)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(6)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(7)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(8)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(9)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread2(0)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(1)  | 0.1            | ... | 0.15           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(2)  | 0.1            | ... | 0.4            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(3)  | 0.1            | ... | 0.4            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(4)  | 0.1            | ... | 0.05           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(5)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(6)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(7)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(8)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(9)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| D2(0)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(1)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(2)       | 0.1            | ... | 0.3            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(3)       | 0.1            | ... | 0.4            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(4)       | 0.1            | ... | 0.3            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(5)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(6)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(7)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(8)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(9)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-------------+-----+--------------------+-------------+
| MDVP:RAP      | MDVP:RAP(0) | ... | MDVP:RAP(9)        | MDVP:RAP(9) |
+---------------+-------------+-----+--------------------+-------------+
| Status        | Status(0)   | ... | Status(0)          | Status(1)   |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(0) | 1.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(1) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(2) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(3) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(4) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(5) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(7) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(8) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(9) | 0.0         | ... | 0.1111111111111111 | 1.0         |
+---------------+-------------+-----+--------------------+-------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+-------------+-------------+
| MDVP:RAP          | ... | MDVP:RAP(9) | MDVP:RAP(9) |
+-------------------+-----+-------------+-------------+
| Status            | ... | Status(0)   | Status(1)   |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(0) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(1) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(2) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(3) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(4) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(5) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(8) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(9) | ... | 0.125       | 1.0         |
+-------------------+-----+-------------+-------------+
[bnlearn] >CPD of RPDE:
+--------------+-----+-----------------+
| MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| RPDE(0)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(1)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(2)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(3)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(4)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(5)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(6)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(7)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(8)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(9)      | ... | 0.1             |
+--------------+-----+-----------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+------------+------------+
| Status  | Status(0)  | ... | Status(1)  | Status(1)  |
+---------+------------+-----+------------+------------+
| spread1 | spread1(0) | ... | spread1(8) | spread1(9) |
+---------+------------+-----+------------+------------+
| PPE(0)  | 1.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(1)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(2)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(3)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(4)  | 0.0        | ... | 0.25       | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(5)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(6)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(7)  | 0.0        | ... | 0.25       | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(8)  | 0.0        | ... | 0.5        | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(9)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+--------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)  |
+----------------+-----+--------------------+
| Status         | ... | Status(1)          |
+----------------+-----+--------------------+
| MDVP:PPQ(0)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(1)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(2)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(3)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(4)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(5)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(7)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(8)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(9)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+--------------------+-------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)        | MDVP:PPQ(9) |
+---------------------+-----+--------------------+-------------+
| Status              | ... | Status(0)          | Status(1)   |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.485106 |
+-----------+----------+
| Status(1) | 0.514894 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Fold 3/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+----------------------+----------------------+
| Status          | Status(0)            | Status(1)            |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(0) | 0.5833333333333334   | 0.3217391304347826   |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(1) | 0.375                | 0.2                  |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(2) | 0.03333333333333333  | 0.16521739130434782  |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(3) | 0.008333333333333333 | 0.13043478260869565  |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(4) | 0.0                  | 0.06956521739130435  |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(5) | 0.0                  | 0.05217391304347826  |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(6) | 0.0                  | 0.034782608695652174 |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(7) | 0.0                  | 0.008695652173913044 |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(9) | 0.0                  | 0.017391304347826087 |
+-----------------+----------------------+----------------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----------------+-----+-----------------+
| Shimmer:APQ3   | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+----------------+-----------------+-----+-----------------+
| Status         | Status(0)       | ... | Status(1)       |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(0) | 1.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(1) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(2) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(3) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(4) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(5) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(6) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(7) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(9) | 0.0             | ... | 1.0             |
+----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ3    | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(7) | 0.0             | ... | 0.5             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(9) | 0.0             | ... | 0.5             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of HNR:
+--------------+-----+-----------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| HNR(0)       | ... | 1.0             |
+--------------+-----+-----------------+
| HNR(1)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(2)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(3)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(4)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(5)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(6)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(7)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(8)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(9)       | ... | 0.0             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----------------+-----+-----------------+
| Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+--------------+-----------------+-----+-----------------+
| Status       | Status(0)       | ... | Status(1)       |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(0)  | 1.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(1)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(2)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(3)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(4)  | 0.0             | ... | 0.5             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(5)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(9)  | 0.0             | ... | 0.5             |
+--------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+-----------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9) |
+---------------------+-----+-----------------+
| Status              | ... | Status(1)       |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(0) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(1) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(2) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(3) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(4) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(5) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(6) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(7) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(9) | ... | 1.0             |
+---------------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer    | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(6) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(9) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+-----------+-----+-----------+-----------+
| HNR             | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+-----------------+-----------+-----+-----------+-----------+
| Status          | Status(0) | ... | Status(0) | Status(1) |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(0) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(1) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(2) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(3) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(4) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(5) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(6) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(7) | 0.1       | ... | 1.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(8) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(9) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+--------------------+-----+-----------+--------------------+
| HNR         | HNR(0)             | ... | HNR(9)    | HNR(9)             |
+-------------+--------------------+-----+-----------+--------------------+
| Status      | Status(0)          | ... | Status(0) | Status(1)          |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----+-----------------+
| MDVP:Flo(Hz)   | ... | MDVP:Flo(Hz)(9) |
+----------------+-----+-----------------+
| Status         | ... | Status(1)       |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(0) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(1) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(2) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(3) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(4) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(5) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(6) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(7) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(8) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(9) | ... | 0.1             |
+----------------+-----+-----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-------------+-----+--------------------+-------------+
| MDVP:RAP      | MDVP:RAP(0) | ... | MDVP:RAP(9)        | MDVP:RAP(9) |
+---------------+-------------+-----+--------------------+-------------+
| Status        | Status(0)   | ... | Status(0)          | Status(1)   |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(0) | 1.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(1) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(2) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(3) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(4) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(5) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(7) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(8) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(9) | 0.0         | ... | 0.1111111111111111 | 1.0         |
+---------------+-------------+-----+--------------------+-------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+-------------+-------------+
| MDVP:RAP          | ... | MDVP:RAP(9) | MDVP:RAP(9) |
+-------------------+-----+-------------+-------------+
| Status            | ... | Status(0)   | Status(1)   |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(0) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(1) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(2) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(3) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(4) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(5) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(8) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(9) | ... | 0.125       | 1.0         |
+-------------------+-----+-------------+-------------+
[bnlearn] >CPD of NHR:
+----------+----------------------+-----+-------------+
| MDVP:RAP | MDVP:RAP(0)          | ... | MDVP:RAP(9) |
+----------+----------------------+-----+-------------+
| Status   | Status(0)            | ... | Status(1)   |
+----------+----------------------+-----+-------------+
| NHR(0)   | 0.98989898989899     | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(1)   | 0.010101010101010102 | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(2)   | 0.0                  | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(3)   | 0.0                  | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(5)   | 0.0                  | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(6)   | 0.0                  | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(9)   | 0.0                  | ... | 1.0         |
+----------+----------------------+-----+-------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+--------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)     |
+-----------------+-----+--------------------+
| Status          | ... | Status(1)          |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread1(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of RPDE:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| RPDE(0)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(1)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(2)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(3)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(4)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(5)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(6)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(7)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(8)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(9)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of D2:
+-------------+--------------------+-----+--------------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0)     | ... | MDVP:Fo(Hz)(9)     |
+-------------+--------------------+-----+--------------------+
| Status      | Status(0)          | ... | Status(1)          |
+-------------+--------------------+-----+--------------------+
| D2(0)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(1)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(2)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(3)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(4)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(5)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(6)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(7)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(8)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+-------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) |
+----------------+-----+-------------------+
| Status         | ... | Status(1)         |
+----------------+-----+-------------------+
| MDVP:PPQ(0)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(1)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(2)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(3)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(4)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(5)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(7)    | ... | 0.5               |
+----------------+-----+-------------------+
| MDVP:PPQ(8)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(9)    | ... | 0.5               |
+----------------+-----+-------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+-------------------+
| MDVP:Jitter(%)      | ... | MDVP:Jitter(%)(9) |
+---------------------+-----+-------------------+
| Status              | ... | Status(1)         |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(6) | ... | 0.5               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(9) | ... | 0.5               |
+---------------------+-----+-------------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+------------+------------+
| Status  | Status(0)  | ... | Status(1)  | Status(1)  |
+---------+------------+-----+------------+------------+
| spread1 | spread1(0) | ... | spread1(8) | spread1(9) |
+---------+------------+-----+------------+------------+
| PPE(0)  | 1.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(1)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(2)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(3)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(4)  | 0.0        | ... | 1.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(5)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(6)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(7)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(8)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(9)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.510638 |
+-----------+----------+
| Status(1) | 0.489362 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 22













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Error for row 119 in fold 3: KeyError - 6
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
119            4             1             4               4   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
119                 3         3         4           3             6   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
119                 6  ...            6    2    1     7    8        8   

     spread2  D2  PPE  Status  
119        9   8    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 123 in fold 3: KeyError - 9
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
123            5             2             4               1   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
123                 1         1         1           1             3   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
123                 2  ...            3    2    1     7    6        6   

     spread2  D2  PPE  Status  
123        8   9    5       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 150 in fold 3: KeyError - 8
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
150            2             9             0               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
150                 8         8         8           8             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
150                 6  ...            9    8    0     7    2        8   

     spread2  D2  PPE  Status  
150        5   5    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 166 in fold 3: KeyError - 6
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
166            3             1             4               0   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
166                 0         0         0           0             6   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
166                 5  ...            7    0    4     5    5        2   

     spread2  D2  PPE  Status  
166        4   4    1       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Fold 4/5
[bnlearn] >Computing best DAG using [tan]













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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+----------------------+----------------------+
| Status          | Status(0)            | Status(1)            |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(0) | 0.7739130434782608   | 0.30833333333333335  |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(1) | 0.20869565217391303  | 0.25                 |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(2) | 0.017391304347826087 | 0.19166666666666668  |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(3) | 0.0                  | 0.09166666666666666  |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(4) | 0.0                  | 0.06666666666666667  |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(5) | 0.0                  | 0.05                 |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(6) | 0.0                  | 0.016666666666666666 |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(7) | 0.0                  | 0.016666666666666666 |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(9) | 0.0                  | 0.008333333333333333 |
+-----------------+----------------------+----------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+-----+-----------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9) |
+-----------------+-----+-----------------+
| Status          | ... | Status(1)       |
+-----------------+-----+-----------------+
| Shimmer:APQ3(0) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(1) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(2) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(3) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(4) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(5) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(6) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(7) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(9) | ... | 1.0             |
+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+-----------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9) |
+---------------------+-----+-----------------+
| Status              | ... | Status(1)       |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(0) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(1) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(2) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(3) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(4) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(5) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(6) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(9) | ... | 1.0             |
+---------------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer    | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(6) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(9) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----------------+-----+-----------------+
| MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+--------------+-----------------+-----+-----------------+
| Status       | Status(0)       | ... | Status(1)       |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(0)  | 1.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(1)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(2)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(3)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(4)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(6)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(9)  | 0.0             | ... | 1.0             |
+--------------+-----------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----------------+-----+-----------------+
| Shimmer:APQ3   | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+----------------+-----------------+-----+-----------------+
| Status         | Status(0)       | ... | Status(1)       |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(0) | 1.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(1) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(2) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(3) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(4) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(5) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(6) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(7) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(9) | 0.0             | ... | 1.0             |
+----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of HNR:
+--------------+-----+-----------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| HNR(0)       | ... | 1.0             |
+--------------+-----+-----------------+
| HNR(1)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(2)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(3)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(4)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(5)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(6)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(7)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(8)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(9)       | ... | 0.0             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+-----------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+----------------+-----------+-----+-----------+-----------+
| Status         | Status(0) | ... | Status(0) | Status(1) |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 1.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+-----------+-----+-----------+-----------+
| HNR         | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+-------------+-----------+-----+-----------+-----------+
| Status      | Status(0) | ... | Status(0) | Status(1) |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(0) | 0.125     | ... | 1.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(1) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(2) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(3) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(4) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(5) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(8) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(9) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----+-----------+-----------+
| HNR    | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+--------+-----------+-----+-----------+-----------+
| Status | Status(0) | ... | Status(0) | Status(1) |
+--------+-----------+-----+-----------+-----------+
| NHR(0) | 0.125     | ... | 1.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(1) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(2) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(3) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(5) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(6) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(8) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(9) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+----------------+
| Status          | Status(0)      | ... | Status(0)      | Status(1)      |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(0) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(1) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(2) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(3) | 0.125          | ... | 1.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(4) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(6) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(7) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(9) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread1(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| D2(0)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(1)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(2)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(3)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(4)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(5)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(6)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(7)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(8)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(9)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-------------+-----+-------------+-------------+
| MDVP:RAP      | MDVP:RAP(0) | ... | MDVP:RAP(9) | MDVP:RAP(9) |
+---------------+-------------+-----+-------------+-------------+
| Status        | Status(0)   | ... | Status(0)   | Status(1)   |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(0) | 1.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(1) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(2) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(3) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(4) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(5) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(8) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(9) | 0.0         | ... | 0.125       | 1.0         |
+---------------+-------------+-----+-------------+-------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+-------------+
| MDVP:RAP          | ... | MDVP:RAP(9) |
+-------------------+-----+-------------+
| Status            | ... | Status(1)   |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(0) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(1) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(2) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(3) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(4) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(5) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(9) | ... | 1.0         |
+-------------------+-----+-------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+--------------------+------------+
| Status  | Status(0)  | ... | Status(1)          | Status(1)  |
+---------+------------+-----+--------------------+------------+
| spread1 | spread1(0) | ... | spread1(8)         | spread1(9) |
+---------+------------+-----+--------------------+------------+
| PPE(0)  | 1.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(1)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(2)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(3)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(4)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(5)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(6)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(7)  | 0.0        | ... | 0.3333333333333333 | 0.5        |
+---------+------------+-----+--------------------+------------+
| PPE(8)  | 0.0        | ... | 0.6666666666666666 | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(9)  | 0.0        | ... | 0.0                | 0.5        |
+---------+------------+-----+--------------------+------------+
[bnlearn] >CPD of RPDE:
+---------+---------------------+-----+--------------------+------------+
| Status  | Status(0)           | ... | Status(1)          | Status(1)  |
+---------+---------------------+-----+--------------------+------------+
| spread1 | spread1(0)          | ... | spread1(8)         | spread1(9) |
+---------+---------------------+-----+--------------------+------------+
| RPDE(0) | 0.13333333333333333 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(1) | 0.06666666666666667 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(2) | 0.4666666666666667  | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(3) | 0.2                 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(4) | 0.13333333333333333 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(5) | 0.0                 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(6) | 0.0                 | ... | 0.3333333333333333 | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(7) | 0.0                 | ... | 0.6666666666666666 | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(8) | 0.0                 | ... | 0.0                | 1.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(9) | 0.0                 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+--------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)  |
+----------------+-----+--------------------+
| Status         | ... | Status(1)          |
+----------------+-----+--------------------+
| MDVP:PPQ(0)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(1)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(2)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(3)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(4)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(5)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(7)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(8)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(9)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+--------------------+-------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)        | MDVP:PPQ(9) |
+---------------------+-----+--------------------+-------------+
| Status              | ... | Status(0)          | Status(1)   |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.489362 |
+-----------+----------+
| Status(1) | 0.510638 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 22













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Error for row 200 in fold 4: KeyError - 5
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
200            3             5             0               1   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
200                 1         0         1           0             0   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
200                 0  ...            0    0    5     7    2        4   

     spread2  D2  PPE  Status  
200        5   3    3       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22













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Error for row 207 in fold 4: KeyError - 7
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
207            6             2             6               8   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
207                 5         7         8           7             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
207                 7  ...            7    5    0     7    7        9   

     spread2  D2  PPE  Status  
207        7   7    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22













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Fold 5/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:DDA:
+----------------+---------------------+----------------------+
| Status         | Status(0)           | Status(1)            |
+----------------+---------------------+----------------------+
| Shimmer:DDA(0) | 0.5950413223140496  | 0.3130434782608696   |
+----------------+---------------------+----------------------+
| Shimmer:DDA(1) | 0.3884297520661157  | 0.19130434782608696  |
+----------------+---------------------+----------------------+
| Shimmer:DDA(2) | 0.01652892561983471 | 0.1565217391304348   |
+----------------+---------------------+----------------------+
| Shimmer:DDA(3) | 0.0                 | 0.1391304347826087   |
+----------------+---------------------+----------------------+
| Shimmer:DDA(4) | 0.0                 | 0.0782608695652174   |
+----------------+---------------------+----------------------+
| Shimmer:DDA(5) | 0.0                 | 0.05217391304347826  |
+----------------+---------------------+----------------------+
| Shimmer:DDA(6) | 0.0                 | 0.043478260869565216 |
+----------------+---------------------+----------------------+
| Shimmer:DDA(7) | 0.0                 | 0.017391304347826087 |
+----------------+---------------------+----------------------+
| Shimmer:DDA(9) | 0.0                 | 0.008695652173913044 |
+----------------+---------------------+----------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+----------------+-----+----------------+
| Shimmer:DDA     | Shimmer:DDA(0) | ... | Shimmer:DDA(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(0) | 1.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(1) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(2) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(3) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(4) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(5) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(6) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(7) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(9) | 0.0            | ... | 1.0            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ3    | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(6) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(7) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of HNR:
+--------------+-----+-----------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| HNR(0)       | ... | 1.0             |
+--------------+-----+-----------------+
| HNR(1)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(2)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(3)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(4)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(5)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(6)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(7)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(8)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(9)       | ... | 0.0             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----------------+-----+-----------------+
| Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+--------------+-----------------+-----+-----------------+
| Status       | Status(0)       | ... | Status(1)       |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(0)  | 1.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(1)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(2)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(3)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(4)  | 0.0             | ... | 1.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(5)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(6)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+-----------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(7) |
+---------------------+-----+-----------------+
| Status              | ... | Status(1)       |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(0) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(1) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(2) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(3) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(4) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(5) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(6) | ... | 0.5             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(7) | ... | 0.5             |
+---------------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer    | MDVP:Shimmer(0) | ... | MDVP:Shimmer(7) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(6) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+-----------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+----------------+-----------+-----+-----------+-----------+
| Status         | Status(0) | ... | Status(0) | Status(1) |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 1.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of spread1:
+------------+-----------+-----+---------------------+-----------+
| HNR        | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+------------+-----------+-----+---------------------+-----------+
| Status     | Status(0) | ... | Status(0)           | Status(1) |
+------------+-----------+-----+---------------------+-----------+
| spread1(0) | 0.1       | ... | 0.8181818181818182  | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(1) | 0.1       | ... | 0.18181818181818182 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(2) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(3) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(4) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(5) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(6) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(7) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(8) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(9) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:PPQ:
+-------------+---------------------+-----+-----------+---------------------+
| HNR         | HNR(0)              | ... | HNR(9)    | HNR(9)              |
+-------------+---------------------+-----+-----------+---------------------+
| Status      | Status(0)           | ... | Status(0) | Status(1)           |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(0) | 0.14285714285714285 | ... | 1.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(1) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(2) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(3) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(4) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(5) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(8) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
[bnlearn] >CPD of NHR:
+--------+---------------------+-----+-----------+---------------------+
| HNR    | HNR(0)              | ... | HNR(9)    | HNR(9)              |
+--------+---------------------+-----+-----------+---------------------+
| Status | Status(0)           | ... | Status(0) | Status(1)           |
+--------+---------------------+-----+-----------+---------------------+
| NHR(0) | 0.16666666666666666 | ... | 1.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
| NHR(1) | 0.16666666666666666 | ... | 0.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
| NHR(2) | 0.16666666666666666 | ... | 0.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
| NHR(3) | 0.16666666666666666 | ... | 0.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
| NHR(5) | 0.16666666666666666 | ... | 0.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
| NHR(8) | 0.16666666666666666 | ... | 0.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+----------------+
| Status          | Status(0)      | ... | Status(0)      | Status(1)      |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.05           | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.85           | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+--------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)     |
+-----------------+-----+--------------------+
| Status          | ... | Status(1)          |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread2(0)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(1)  | 0.1            | ... | 0.15           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(2)  | 0.1            | ... | 0.4            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(3)  | 0.1            | ... | 0.45           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(4)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(5)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(6)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(7)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(8)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(9)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+------------+--------------------+
| Status  | Status(0)  | ... | Status(1)  | Status(1)          |
+---------+------------+-----+------------+--------------------+
| spread1 | spread1(0) | ... | spread1(8) | spread1(9)         |
+---------+------------+-----+------------+--------------------+
| PPE(0)  | 1.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(1)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(2)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(3)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(4)  | 0.0        | ... | 0.25       | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(5)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(6)  | 0.0        | ... | 0.0        | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
| PPE(7)  | 0.0        | ... | 0.25       | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
| PPE(8)  | 0.0        | ... | 0.5        | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
[bnlearn] >CPD of RPDE:
+---------+---------------------+-----+------------+--------------------+
| Status  | Status(0)           | ... | Status(1)  | Status(1)          |
+---------+---------------------+-----+------------+--------------------+
| spread1 | spread1(0)          | ... | spread1(8) | spread1(9)         |
+---------+---------------------+-----+------------+--------------------+
| RPDE(0) | 0.14285714285714285 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(1) | 0.07142857142857142 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(2) | 0.42857142857142855 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(3) | 0.21428571428571427 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(4) | 0.14285714285714285 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(5) | 0.0                 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(6) | 0.0                 | ... | 0.25       | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(7) | 0.0                 | ... | 0.5        | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
| RPDE(8) | 0.0                 | ... | 0.25       | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
| RPDE(9) | 0.0                 | ... | 0.0        | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+-------------+-------------+
| MDVP:PPQ          | ... | MDVP:PPQ(8) | MDVP:PPQ(8) |
+-------------------+-----+-------------+-------------+
| Status            | ... | Status(0)   | Status(1)   |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(0) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(1) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(2) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(3) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(4) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(5) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(8) | ... | 0.125       | 0.5         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(9) | ... | 0.125       | 0.5         |
+-------------------+-----+-------------+-------------+
[bnlearn] >CPD of D2:
+--------------+-----+-----------------+
| MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| D2(0)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(1)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(2)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(3)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(4)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(5)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(6)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(7)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(8)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(9)        | ... | 0.1             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:RAP:
+----------------+-----+-------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) |
+----------------+-----+-------------------+
| Status         | ... | Status(1)         |
+----------------+-----+-------------------+
| MDVP:RAP(0)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(1)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(2)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(3)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(4)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(5)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(7)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(8)    | ... | 1.0               |
+----------------+-----+-------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+-------------------+
| MDVP:Jitter(%)      | ... | MDVP:Jitter(%)(9) |
+---------------------+-----+-------------------+
| Status              | ... | Status(1)         |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(8) | ... | 1.0               |
+---------------------+-----+-------------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-------------+-----+-------------+-------------+
| MDVP:RAP      | MDVP:RAP(0) | ... | MDVP:RAP(8) | MDVP:RAP(8) |
+---------------+-------------+-----+-------------+-------------+
| Status        | Status(0)   | ... | Status(0)   | Status(1)   |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(0) | 1.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(1) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(2) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(3) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(4) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(5) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(7) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(8) | 0.0         | ... | 0.125       | 1.0         |
+---------------+-------------+-----+-------------+-------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.512712 |
+-----------+----------+
| Status(1) | 0.487288 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 289 in fold 5: KeyError - 9
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
289            6             2             5               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
289                 6         8         9           8             9   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
289                 9  ...            9    6    0     8    7        9   

     spread2  D2  PPE  Status  
289        9   7    9       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
[bnlearn]> Remaining columns for inference: 22













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Error for row 291 in fold 5: KeyError - 7
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
291            2             0             2               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
291                 9         9         7           9             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
291                 6  ...            9    9    0     9    3        7   

     spread2  D2  PPE  Status  
291        5   6    6       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
[bnlearn]> Remaining columns for inference: 22













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In [52]:






evaluation['Tree-Augmented Naive Bayes (Maximum Likelihood)'] = evaluation_tan_ml

























Hill Climbing¶


















In [53]:






structure_kwargs_hc = {'methodtype': 'hc', 'scoretype': 'bdeu'}

























Bayes¶


















In [54]:






evaluation_hc_bayes = discrete_cross_validation(parkinsons_df, 'Status', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'bayes'})

























Fold 1/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+---------------------+---------------------+
| Status          | Status(0)           | Status(1)           |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(0) | 0.20154620640057533 | 0.14352602197010625 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(1) | 0.16432937792161093 | 0.13056005762650819 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(2) | 0.09313196691837469 | 0.1192148388258599  |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(3) | 0.0915138439410284  | 0.11111111111111112 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(4) | 0.08989572096368213 | 0.10624887448226185 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(5) | 0.08989572096368213 | 0.10300738339636233 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(6) | 0.08989572096368213 | 0.09814514676751306 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(7) | 0.08989572096368213 | 0.09328291013866379 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(9) | 0.08989572096368213 | 0.09490365568161355 |
+-----------------+---------------------+---------------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----+---------------------+
| Shimmer:APQ3   | ... | Shimmer:APQ3(9)     |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| Shimmer:DDA(0) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(1) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(2) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(3) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(4) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(5) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(6) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(7) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(9) | ... | 0.15665190807505797 |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----+---------------------+
| Shimmer:APQ3    | ... | Shimmer:APQ3(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Shimmer(0) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(1) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(2) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(3) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(4) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(5) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(6) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(7) | ... | 0.13957410921357788 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(9) | ... | 0.1224963103520978  |
+-----------------+-----+---------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| HNR(0)       | ... | 0.14611005692599618 |
+--------------+-----+---------------------+
| HNR(1)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(2)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(3)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(4)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(5)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(6)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(7)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(8)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(9)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+---------------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9)     |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(0) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(1) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(2) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(3) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(4) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(5) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(6) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(7) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(9) | ... | 0.12682820344902856 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ5(0) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(1) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(2) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(3) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(4) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(5) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(6) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(9) | ... | 0.14047151277013753 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----+---------------------+
| MDVP:Shimmer | ... | MDVP:Shimmer(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| MDVP:APQ(0)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(1)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(2)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(3)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(4)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(5)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(6)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(9)  | ... | 0.14047151277013753 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+---------------------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+----------------+-----------+-----+---------------------+-----------+
| Status         | Status(0) | ... | Status(0)           | Status(1) |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 0.25                | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+---------------------+-----+---------------------+
| HNR         | HNR(0)              | ... | HNR(9)              |
+-------------+---------------------+-----+---------------------+
| Status      | Status(0)           | ... | Status(1)           |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----+---------------------+-----------+
| HNR    | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+--------+-----------+-----+---------------------+-----------+
| Status | Status(0) | ... | Status(0)           | Status(1) |
+--------+-----------+-----+---------------------+-----------+
| NHR(0) | 0.125     | ... | 0.2708333333333333  | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(1) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(2) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(3) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(5) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(6) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(8) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(9) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+----------------+
| Status          | Status(0)      | ... | Status(0)      | Status(1)      |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.109375       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.109375       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.234375       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+---------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 0.296875       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread2(0)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(1)  | 0.1            | ... | 0.09375        | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(2)  | 0.1            | ... | 0.171875       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(3)  | 0.1            | ... | 0.171875       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(4)  | 0.1            | ... | 0.09375        | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(5)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(6)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(7)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(8)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(9)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread1(0)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(1)  | 0.1            | ... | 0.296875       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(2)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(3)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(4)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(5)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(6)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(7)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(8)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(9)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| D2(0)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(1)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(2)       | 0.1            | ... | 0.15625        | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(3)       | 0.1            | ... | 0.171875       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(4)       | 0.1            | ... | 0.125          | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(5)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(6)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(7)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(8)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(9)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-----+---------------------+
| MDVP:RAP      | ... | MDVP:RAP(9)         |
+---------------+-----+---------------------+
| Status        | ... | Status(1)           |
+---------------+-----+---------------------+
| Jitter:DDP(0) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(1) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(2) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(3) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(4) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(5) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(7) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(8) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(9) | ... | 0.12682820344902856 |
+---------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+---------------------+
| MDVP:RAP          | ... | MDVP:RAP(9)         |
+-------------------+-----+---------------------+
| Status            | ... | Status(1)           |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(0) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(1) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(2) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(3) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(4) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(5) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(8) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(9) | ... | 0.14047151277013753 |
+-------------------+-----+---------------------+
[bnlearn] >CPD of PPE:
+---------+---------------------+-----+---------------------+
| Status  | Status(0)           | ... | Status(1)           |
+---------+---------------------+-----+---------------------+
| spread1 | spread1(0)          | ... | spread1(9)          |
+---------+---------------------+-----+---------------------+
| PPE(0)  | 0.26229508196721313 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(1)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(2)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(3)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(4)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(5)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(6)  | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
| PPE(7)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(8)  | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
| PPE(9)  | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of RPDE:
+---------+---------------------+-----+---------------------+
| Status  | Status(0)           | ... | Status(1)           |
+---------+---------------------+-----+---------------------+
| spread1 | spread1(0)          | ... | spread1(9)          |
+---------+---------------------+-----+---------------------+
| RPDE(0) | 0.11475409836065574 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(1) | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(2) | 0.18032786885245902 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(3) | 0.11475409836065574 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(4) | 0.09836065573770492 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(5) | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(6) | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(7) | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
| RPDE(8) | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
| RPDE(9) | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+---------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)   |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| MDVP:PPQ(0)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(1)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(2)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(3)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(4)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(5)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(7)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
| MDVP:PPQ(8)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
| MDVP:PPQ(9)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+---------------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)         |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.500405 |
+-----------+----------+
| Status(1) | 0.499595 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Fold 2/5
[bnlearn] >Computing best DAG using [tan]













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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:DDA:
+----------------+---------------------+---------------------+
| Status         | Status(0)           | Status(1)           |
+----------------+---------------------+---------------------+
| Shimmer:DDA(0) | 0.19145855953673543 | 0.13938092682054035 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(1) | 0.16702859211002533 | 0.1377706208624083  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(2) | 0.09699601882012306 | 0.1200572553229558  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(3) | 0.09211002533478103 | 0.11039541957416354 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(4) | 0.09048136083966703 | 0.1055645016997674  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(5) | 0.09048136083966703 | 0.10234388978350331 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(6) | 0.09048136083966703 | 0.09751297190910718 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(7) | 0.09048136083966703 | 0.09268205403471104 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(9) | 0.09048136083966703 | 0.09429235999284309 |
+----------------+---------------------+---------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+-----+---------------------+
| Shimmer:DDA     | ... | Shimmer:DDA(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ3(0) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(1) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(2) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(3) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(4) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(5) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(6) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(7) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(9) | ... | 0.15665190807505797 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----+---------------------+
| Shimmer:APQ3    | ... | Shimmer:APQ3(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Shimmer(0) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(1) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(2) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(3) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(4) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(5) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(6) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(7) | ... | 0.13957410921357788 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(9) | ... | 0.1224963103520978  |
+-----------------+-----+---------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| HNR(0)       | ... | 0.14611005692599618 |
+--------------+-----+---------------------+
| HNR(1)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(2)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(3)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(4)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(5)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(6)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(7)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(8)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(9)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| MDVP:APQ(0)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(1)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(2)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(3)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(4)  | ... | 0.15275142314990514 |
+--------------+-----+---------------------+
| MDVP:APQ(5)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(6)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(9)  | ... | 0.13567362428842505 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+---------------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9)     |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(0) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(1) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(2) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(3) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(4) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(5) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(6) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(7) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(9) | ... | 0.12682820344902856 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ5(0) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(1) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(2) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(3) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(4) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(5) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(6) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(9) | ... | 0.14047151277013753 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+---------------------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+----------------+-----------+-----+---------------------+-----------+
| Status         | Status(0) | ... | Status(0)           | Status(1) |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 0.2857142857142857  | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+---------------------+-----+---------------------+
| HNR         | HNR(0)              | ... | HNR(9)              |
+-------------+---------------------+-----+---------------------+
| Status      | Status(0)           | ... | Status(1)           |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----+--------------------+-----------+
| HNR    | HNR(0)    | ... | HNR(9)             | HNR(9)    |
+--------+-----------+-----+--------------------+-----------+
| Status | Status(0) | ... | Status(0)          | Status(1) |
+--------+-----------+-----+--------------------+-----------+
| NHR(0) | 0.125     | ... | 0.3055555555555556 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(1) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(2) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(3) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(5) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(6) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(8) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(9) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+---------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| DFA(0)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(1)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(2)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(3)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(4)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(5)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(6)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(7)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(8)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(9)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread1(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| D2(0)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(1)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(2)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(3)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(4)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(5)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(6)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(7)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(8)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(9)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-----+---------------------+
| MDVP:RAP      | ... | MDVP:RAP(9)         |
+---------------+-----+---------------------+
| Status        | ... | Status(1)           |
+---------------+-----+---------------------+
| Jitter:DDP(0) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(1) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(2) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(3) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(4) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(5) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(7) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(8) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(9) | ... | 0.12682820344902856 |
+---------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+---------------------+
| MDVP:RAP          | ... | MDVP:RAP(9)         |
+-------------------+-----+---------------------+
| Status            | ... | Status(1)           |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(0) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(1) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(2) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(3) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(4) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(5) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(8) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(9) | ... | 0.14047151277013753 |
+-------------------+-----+---------------------+
[bnlearn] >CPD of RPDE:
+--------------+-----+-----------------+
| MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| RPDE(0)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(1)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(2)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(3)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(4)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(5)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(6)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(7)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(8)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(9)      | ... | 0.1             |
+--------------+-----+-----------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+---------------------+
| Status  | Status(0)  | ... | Status(1)           |
+---------+------------+-----+---------------------+
| spread1 | spread1(0) | ... | spread1(9)          |
+---------+------------+-----+---------------------+
| PPE(0)  | 0.296875   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(1)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(2)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(3)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(4)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(5)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(6)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(7)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(8)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(9)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+---------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)   |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| MDVP:PPQ(0)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(1)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(2)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(3)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(4)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(5)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(7)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
| MDVP:PPQ(8)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
| MDVP:PPQ(9)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+---------------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)         |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.497166 |
+-----------+----------+
| Status(1) | 0.502834 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 22













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Fold 3/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+---------------------+---------------------+
| Status          | Status(0)           | Status(1)           |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(0) | 0.2025089605734767  | 0.15049683830171634 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(1) | 0.16218637992831542 | 0.12773261065943994 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(2) | 0.0960573476702509  | 0.12122854561878953 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(3) | 0.09121863799283154 | 0.11472448057813912 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(4) | 0.08960573476702509 | 0.10334236675700091 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(5) | 0.08960573476702509 | 0.1000903342366757  |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(6) | 0.08960573476702509 | 0.0968383017163505  |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(7) | 0.08960573476702509 | 0.0919602529358627  |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(9) | 0.08960573476702509 | 0.09358626919602529 |
+-----------------+---------------------+---------------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----+---------------------+
| Shimmer:APQ3   | ... | Shimmer:APQ3(9)     |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| Shimmer:DDA(0) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(1) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(2) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(3) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(4) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(5) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(6) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(7) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(9) | ... | 0.141999141999142   |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----+---------------------+
| Shimmer:APQ3    | ... | Shimmer:APQ3(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Shimmer(0) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(1) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(2) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(3) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(4) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(5) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(7) | ... | 0.13803088803088806 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(9) | ... | 0.13803088803088806 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| HNR(0)       | ... | 0.13127413127413126 |
+--------------+-----+---------------------+
| HNR(1)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(2)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(3)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(4)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(5)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(6)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(7)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(8)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(9)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| MDVP:APQ(0)  | ... | 0.13789299503585217 |
+--------------+-----+---------------------+
| MDVP:APQ(1)  | ... | 0.13789299503585217 |
+--------------+-----+---------------------+
| MDVP:APQ(2)  | ... | 0.13789299503585217 |
+--------------+-----+---------------------+
| MDVP:APQ(3)  | ... | 0.13789299503585217 |
+--------------+-----+---------------------+
| MDVP:APQ(4)  | ... | 0.15526751241036954 |
+--------------+-----+---------------------+
| MDVP:APQ(5)  | ... | 0.13789299503585217 |
+--------------+-----+---------------------+
| MDVP:APQ(9)  | ... | 0.15526751241036954 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+--------------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9)    |
+---------------------+-----+--------------------+
| Status              | ... | Status(1)          |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(0) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(1) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(2) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(3) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(4) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(5) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(6) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(7) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(9) | ... | 0.1251093613298338 |
+---------------------+-----+--------------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ5(0) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(1) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(2) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(3) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(4) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(5) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(6) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(9) | ... | 0.13877952755905512 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+-----------+-----+---------------------+-----------+
| HNR             | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+-----------------+-----------+-----+---------------------+-----------+
| Status          | Status(0) | ... | Status(0)           | Status(1) |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(0) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(1) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(2) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(3) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(4) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(5) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(6) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(7) | 0.1       | ... | 0.2857142857142857  | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(8) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(9) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+---------------------+-----+---------------------+
| HNR         | HNR(0)              | ... | HNR(9)              |
+-------------+---------------------+-----+---------------------+
| Status      | Status(0)           | ... | Status(1)           |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----+-----------------+
| MDVP:Flo(Hz)   | ... | MDVP:Flo(Hz)(9) |
+----------------+-----+-----------------+
| Status         | ... | Status(1)       |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(0) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(1) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(2) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(3) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(4) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(5) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(6) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(7) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(8) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(9) | ... | 0.1             |
+----------------+-----+-----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-----+---------------------+
| MDVP:RAP      | ... | MDVP:RAP(9)         |
+---------------+-----+---------------------+
| Status        | ... | Status(1)           |
+---------------+-----+---------------------+
| Jitter:DDP(0) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(1) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(2) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(3) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(4) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(5) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(7) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(8) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(9) | ... | 0.12682820344902856 |
+---------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+---------------------+
| MDVP:RAP          | ... | MDVP:RAP(9)         |
+-------------------+-----+---------------------+
| Status            | ... | Status(1)           |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(0) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(1) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(2) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(3) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(4) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(5) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(8) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(9) | ... | 0.14047151277013753 |
+-------------------+-----+---------------------+
[bnlearn] >CPD of NHR:
+----------+----------------------+-----+---------------------+
| MDVP:RAP | MDVP:RAP(0)          | ... | MDVP:RAP(9)         |
+----------+----------------------+-----+---------------------+
| Status   | Status(0)            | ... | Status(1)           |
+----------+----------------------+-----+---------------------+
| NHR(0)   | 0.6854267228099001   | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(1)   | 0.05782068398890827  | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(2)   | 0.051350518640238256 | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(3)   | 0.051350518640238256 | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(5)   | 0.051350518640238256 | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(6)   | 0.051350518640238256 | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(9)   | 0.051350518640238256 | ... | 0.15801291046870614 |
+----------+----------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+---------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| DFA(0)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(1)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(2)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(3)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(4)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(5)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(6)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(7)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(8)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(9)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread1(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of RPDE:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| RPDE(0)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(1)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(2)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(3)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(4)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(5)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(6)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(7)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(8)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(9)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of D2:
+-------------+---------------------+-----+---------------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0)      | ... | MDVP:Fo(Hz)(9)      |
+-------------+---------------------+-----+---------------------+
| Status      | Status(0)           | ... | Status(1)           |
+-------------+---------------------+-----+---------------------+
| D2(0)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(1)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(2)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(3)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(4)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(5)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(6)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(7)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(8)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+---------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)   |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| MDVP:PPQ(0)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(1)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(2)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(3)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(4)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(5)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(7)    | ... | 0.1231696813092162  |
+----------------+-----+---------------------+
| MDVP:PPQ(8)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(9)    | ... | 0.1231696813092162  |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+---------------------+
| MDVP:Jitter(%)      | ... | MDVP:Jitter(%)(9)   |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(6) | ... | 0.13662790697674418 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(9) | ... | 0.13662790697674418 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+---------------------+
| Status  | Status(0)  | ... | Status(1)           |
+---------+------------+-----+---------------------+
| spread1 | spread1(0) | ... | spread1(9)          |
+---------+------------+-----+---------------------+
| PPE(0)  | 0.296875   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(1)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(2)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(3)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(4)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(5)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(6)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(7)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(8)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(9)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.502024 |
+-----------+----------+
| Status(1) | 0.497976 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 22













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Error for row 119 in fold 3: KeyError - 6
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
119            4             1             4               4   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
119                 3         3         4           3             6   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
119                 6  ...            6    2    1     7    8        8   

     spread2  D2  PPE  Status  
119        9   8    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 123 in fold 3: KeyError - 9
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
123            5             2             4               1   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
123                 1         1         1           1             3   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
123                 2  ...            3    2    1     7    6        6   

     spread2  D2  PPE  Status  
123        8   9    5       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 150 in fold 3: KeyError - 8
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
150            2             9             0               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
150                 8         8         8           8             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
150                 6  ...            9    8    0     7    2        8   

     spread2  D2  PPE  Status  
150        5   5    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 166 in fold 3: KeyError - 6
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
166            3             1             4               0   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
166                 0         0         0           0             6   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
166                 5  ...            7    0    4     5    5        2   

     spread2  D2  PPE  Status  
166        4   4    1       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Fold 4/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+---------------------+---------------------+
| Status          | Status(0)           | Status(1)           |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(0) | 0.23504968383017166 | 0.1492831541218638  |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(1) | 0.12935862691960257 | 0.13799283154121864 |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(2) | 0.0935862691960253  | 0.12670250896057347 |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(3) | 0.0903342366757001  | 0.10734767025089606 |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(4) | 0.0903342366757001  | 0.1025089605734767  |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(5) | 0.0903342366757001  | 0.0992831541218638  |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(6) | 0.0903342366757001  | 0.092831541218638   |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(7) | 0.0903342366757001  | 0.092831541218638   |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(9) | 0.0903342366757001  | 0.09121863799283154 |
+-----------------+---------------------+---------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ3(0) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(1) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(2) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(3) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(4) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(5) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(6) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(7) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(9) | ... | 0.12682820344902856 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+---------------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9)     |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(0) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(1) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(2) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(3) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(4) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(5) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(6) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(9) | ... | 0.14047151277013753 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ5(0) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(1) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(2) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(3) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(4) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(5) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(6) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(9) | ... | 0.14047151277013753 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----+---------------------+
| MDVP:Shimmer | ... | MDVP:Shimmer(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| MDVP:APQ(0)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(1)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(2)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(3)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(4)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(6)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(9)  | ... | 0.15801291046870614 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----+---------------------+
| Shimmer:APQ3   | ... | Shimmer:APQ3(9)     |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| Shimmer:DDA(0) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(1) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(2) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(3) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(4) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(5) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(6) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(7) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(9) | ... | 0.15665190807505797 |
+----------------+-----+---------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| HNR(0)       | ... | 0.14611005692599618 |
+--------------+-----+---------------------+
| HNR(1)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(2)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(3)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(4)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(5)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(6)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(7)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(8)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(9)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+---------------------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+----------------+-----------+-----+---------------------+-----------+
| Status         | Status(0) | ... | Status(0)           | Status(1) |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 0.2857142857142857  | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+-----------+-----+--------------------+-----------+
| HNR         | HNR(0)    | ... | HNR(9)             | HNR(9)    |
+-------------+-----------+-----+--------------------+-----------+
| Status      | Status(0) | ... | Status(0)          | Status(1) |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(0) | 0.125     | ... | 0.3055555555555556 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(1) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(2) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(3) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(4) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(5) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(8) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(9) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----+--------------------+-----------+
| HNR    | HNR(0)    | ... | HNR(9)             | HNR(9)    |
+--------+-----------+-----+--------------------+-----------+
| Status | Status(0) | ... | Status(0)          | Status(1) |
+--------+-----------+-----+--------------------+-----------+
| NHR(0) | 0.125     | ... | 0.3055555555555556 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(1) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(2) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(3) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(5) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(6) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(8) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(9) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(0) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(1) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(2) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(3) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(4) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(6) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(7) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(9) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| DFA(0)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(1)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(2)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(3)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(4)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(5)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(6)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(7)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(8)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(9)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread1(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| D2(0)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(1)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(2)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(3)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(4)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(5)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(6)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(7)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(8)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(9)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-----+---------------------+
| MDVP:RAP      | ... | MDVP:RAP(9)         |
+---------------+-----+---------------------+
| Status        | ... | Status(1)           |
+---------------+-----+---------------------+
| Jitter:DDP(0) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(1) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(2) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(3) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(4) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(5) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(8) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(9) | ... | 0.13877952755905512 |
+---------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+---------------------+
| MDVP:RAP          | ... | MDVP:RAP(9)         |
+-------------------+-----+---------------------+
| Status            | ... | Status(1)           |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(0) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(1) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(2) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(3) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(4) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(5) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(9) | ... | 0.15635545556805397 |
+-------------------+-----+---------------------+
[bnlearn] >CPD of PPE:
+---------+---------------------+-----+---------------------+
| Status  | Status(0)           | ... | Status(1)           |
+---------+---------------------+-----+---------------------+
| spread1 | spread1(0)          | ... | spread1(9)          |
+---------+---------------------+-----+---------------------+
| PPE(0)  | 0.3076923076923077  | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(1)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(2)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(3)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(4)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(5)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(6)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(7)  | 0.07692307692307693 | ... | 0.11538461538461539 |
+---------+---------------------+-----+---------------------+
| PPE(8)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(9)  | 0.07692307692307693 | ... | 0.11538461538461539 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of RPDE:
+---------+---------------------+-----+---------------------+
| Status  | Status(0)           | ... | Status(1)           |
+---------+---------------------+-----+---------------------+
| spread1 | spread1(0)          | ... | spread1(9)          |
+---------+---------------------+-----+---------------------+
| RPDE(0) | 0.1076923076923077  | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(1) | 0.09230769230769231 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(2) | 0.18461538461538463 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(3) | 0.12307692307692308 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(4) | 0.1076923076923077  | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(5) | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(6) | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(7) | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(8) | 0.07692307692307693 | ... | 0.1346153846153846  |
+---------+---------------------+-----+---------------------+
| RPDE(9) | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+---------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)   |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| MDVP:PPQ(0)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(1)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(2)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(3)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(4)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(5)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(7)    | ... | 0.12006824482832161 |
+----------------+-----+---------------------+
| MDVP:PPQ(8)    | ... | 0.12006824482832161 |
+----------------+-----+---------------------+
| MDVP:PPQ(9)    | ... | 0.12006824482832161 |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+---------------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)         |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.497976 |
+-----------+----------+
| Status(1) | 0.502024 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 22













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Error for row 200 in fold 4: KeyError - 5
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
200            3             5             0               1   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
200                 1         0         1           0             0   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
200                 0  ...            0    0    5     7    2        4   

     spread2  D2  PPE  Status  
200        5   3    3       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22













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Error for row 207 in fold 4: KeyError - 7
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
207            6             2             6               8   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
207                 5         7         8           7             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
207                 7  ...            7    5    0     7    7        9   

     spread2  D2  PPE  Status  
207        7   7    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22













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Fold 5/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:DDA:
+----------------+---------------------+---------------------+
| Status         | Status(0)           | Status(1)           |
+----------------+---------------------+---------------------+
| Shimmer:DDA(0) | 0.2054034711039542  | 0.14887082204155375 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(1) | 0.16514582215065307 | 0.12610659439927732 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(2) | 0.09268205403471104 | 0.11960252935862692 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(3) | 0.08946144211844695 | 0.11635049683830172 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(4) | 0.08946144211844695 | 0.1049683830171635  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(5) | 0.08946144211844695 | 0.1000903342366757  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(6) | 0.08946144211844695 | 0.0984643179765131  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(7) | 0.08946144211844695 | 0.09358626919602529 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(9) | 0.08946144211844695 | 0.0919602529358627  |
+----------------+---------------------+---------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+-----+---------------------+
| Shimmer:DDA     | ... | Shimmer:DDA(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ3(0) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(1) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(2) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(3) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(4) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(5) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(6) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(7) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(9) | ... | 0.12682820344902856 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----+---------------------+
| Shimmer:APQ3    | ... | Shimmer:APQ3(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Shimmer(0) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(1) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(2) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(3) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(4) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(5) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(6) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(7) | ... | 0.14047151277013753 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| HNR(0)       | ... | 0.11591355599214143 |
+--------------+-----+---------------------+
| HNR(1)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(2)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(3)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(4)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(5)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(6)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(7)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(8)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(9)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| MDVP:APQ(0)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(1)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(2)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(3)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(4)  | ... | 0.15801291046870614 |
+--------------+-----+---------------------+
| MDVP:APQ(5)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(6)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+---------------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(7)     |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(0) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(1) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(2) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(3) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(4) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(5) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(6) | ... | 0.13662790697674418 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(7) | ... | 0.13662790697674418 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(7)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ5(0) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(1) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(2) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(3) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(4) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(5) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(6) | ... | 0.16943521594684385 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+---------------------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+----------------+-----------+-----+---------------------+-----------+
| Status         | Status(0) | ... | Status(0)           | Status(1) |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 0.26229508196721313 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of spread1:
+------------+-----------+-----+---------------------+-----------+
| HNR        | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+------------+-----------+-----+---------------------+-----------+
| Status     | Status(0) | ... | Status(0)           | Status(1) |
+------------+-----------+-----+---------------------+-----------+
| spread1(0) | 0.1       | ... | 0.22950819672131148 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(1) | 0.1       | ... | 0.11475409836065574 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(2) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(3) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(4) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(5) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(6) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(7) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(8) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(9) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:PPQ:
+-------------+---------------------+-----+---------------------+
| HNR         | HNR(0)              | ... | HNR(9)              |
+-------------+---------------------+-----+---------------------+
| Status      | Status(0)           | ... | Status(1)           |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(0) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(1) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(2) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(3) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(4) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(5) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(8) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
[bnlearn] >CPD of NHR:
+--------+---------------------+-----+---------------------+
| HNR    | HNR(0)              | ... | HNR(9)              |
+--------+---------------------+-----+---------------------+
| Status | Status(0)           | ... | Status(1)           |
+--------+---------------------+-----+---------------------+
| NHR(0) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
| NHR(1) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
| NHR(2) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
| NHR(3) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
| NHR(5) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
| NHR(8) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+---------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| DFA(0)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(1)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(2)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(3)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(4)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(5)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(6)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(7)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(8)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(9)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of PPE:
+---------+---------------------+-----+---------------------+
| Status  | Status(0)           | ... | Status(1)           |
+---------+---------------------+-----+---------------------+
| spread1 | spread1(0)          | ... | spread1(9)          |
+---------+---------------------+-----+---------------------+
| PPE(0)  | 0.3055555555555555  | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(1)  | 0.08680555555555554 | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(2)  | 0.08680555555555554 | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(3)  | 0.08680555555555554 | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(4)  | 0.08680555555555554 | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(5)  | 0.08680555555555554 | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(6)  | 0.08680555555555554 | ... | 0.12368972746331235 |
+---------+---------------------+-----+---------------------+
| PPE(7)  | 0.08680555555555554 | ... | 0.12368972746331235 |
+---------+---------------------+-----+---------------------+
| PPE(8)  | 0.08680555555555554 | ... | 0.12368972746331235 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of RPDE:
+---------+------------+-----+---------------------+
| Status  | Status(0)  | ... | Status(1)           |
+---------+------------+-----+---------------------+
| spread1 | spread1(0) | ... | spread1(9)          |
+---------+------------+-----+---------------------+
| RPDE(0) | 0.109375   | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(1) | 0.09375    | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(2) | 0.171875   | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(3) | 0.125      | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(4) | 0.109375   | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(5) | 0.078125   | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(6) | 0.078125   | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(7) | 0.078125   | ... | 0.11320754716981132 |
+---------+------------+-----+---------------------+
| RPDE(8) | 0.078125   | ... | 0.11320754716981132 |
+---------+------------+-----+---------------------+
| RPDE(9) | 0.078125   | ... | 0.11320754716981132 |
+---------+------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+---------------------+
| MDVP:PPQ          | ... | MDVP:PPQ(8)         |
+-------------------+-----+---------------------+
| Status            | ... | Status(1)           |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(0) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(1) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(2) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(3) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(4) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(5) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(8) | ... | 0.13521400778210116 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(9) | ... | 0.13521400778210116 |
+-------------------+-----+---------------------+
[bnlearn] >CPD of D2:
+--------------+-----+-----------------+
| MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| D2(0)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(1)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(2)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(3)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(4)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(5)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(6)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(7)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(8)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(9)        | ... | 0.1             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:RAP:
+----------------+-----+---------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)   |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| MDVP:RAP(0)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(1)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(2)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(3)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(4)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(5)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(7)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(8)    | ... | 0.13877952755905512 |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+---------------------+
| MDVP:Jitter(%)      | ... | MDVP:Jitter(%)(9)   |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(8) | ... | 0.15635545556805397 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-----+---------------------+
| MDVP:RAP      | ... | MDVP:RAP(8)         |
+---------------+-----+---------------------+
| Status        | ... | Status(1)           |
+---------------+-----+---------------------+
| Jitter:DDP(0) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(1) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(2) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(3) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(4) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(5) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(7) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(8) | ... | 0.13877952755905512 |
+---------------+-----+---------------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.502427 |
+-----------+----------+
| Status(1) | 0.497573 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 289 in fold 5: KeyError - 9
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
289            6             2             5               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
289                 6         8         9           8             9   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
289                 9  ...            9    6    0     8    7        9   

     spread2  D2  PPE  Status  
289        9   7    9       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
[bnlearn]> Remaining columns for inference: 22













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Error for row 291 in fold 5: KeyError - 7
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
291            2             0             2               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
291                 9         9         7           9             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
291                 6  ...            9    9    0     9    3        7   

     spread2  D2  PPE  Status  
291        5   6    6       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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In [55]:






evaluation['BDeu Hill Climbing (Bayes)'] = evaluation_hc_bayes

























Maximum Likelihood¶


















In [56]:






evaluation_hc_ml = discrete_cross_validation(parkinsons_df, 'Status', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'ml'})

























Fold 1/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+---------------------+----------------------+
| Status          | Status(0)           | Status(1)            |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(0) | 0.5847457627118644  | 0.28205128205128205  |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(1) | 0.3898305084745763  | 0.21367521367521367  |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(2) | 0.01694915254237288 | 0.15384615384615385  |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(3) | 0.00847457627118644 | 0.1111111111111111   |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(4) | 0.0                 | 0.08547008547008547  |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(5) | 0.0                 | 0.06837606837606838  |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(6) | 0.0                 | 0.042735042735042736 |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(7) | 0.0                 | 0.017094017094017096 |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(9) | 0.0                 | 0.02564102564102564  |
+-----------------+---------------------+----------------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----------------+-----+-----------------+
| Shimmer:APQ3   | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+----------------+-----------------+-----+-----------------+
| Status         | Status(0)       | ... | Status(1)       |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(0) | 1.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(1) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(2) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(3) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(4) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(5) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(6) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(7) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(9) | 0.0             | ... | 1.0             |
+----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----------------+-----+--------------------+
| Shimmer:APQ3    | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9)    |
+-----------------+-----------------+-----+--------------------+
| Status          | Status(0)       | ... | Status(1)          |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(0) | 1.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(1) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(2) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(3) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(4) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(5) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(6) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(7) | 0.0             | ... | 0.6666666666666666 |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(9) | 0.0             | ... | 0.3333333333333333 |
+-----------------+-----------------+-----+--------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+-----------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| HNR(0)       | ... | 1.0             |
+--------------+-----+-----------------+
| HNR(1)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(2)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(3)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(4)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(5)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(6)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(7)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(8)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(9)       | ... | 0.0             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+-----------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9) |
+---------------------+-----+-----------------+
| Status              | ... | Status(1)       |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(0) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(1) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(2) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(3) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(4) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(5) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(6) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(7) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(9) | ... | 1.0             |
+---------------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer    | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(6) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(9) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----------------+-----+-----------------+
| MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+--------------+-----------------+-----+-----------------+
| Status       | Status(0)       | ... | Status(1)       |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(0)  | 1.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(1)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(2)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(3)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(4)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(5)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(6)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(9)  | 0.0             | ... | 1.0             |
+--------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+-----------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+----------------+-----------+-----+-----------+-----------+
| Status         | Status(0) | ... | Status(0) | Status(1) |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 1.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+--------------------+-----+-----------+--------------------+
| HNR         | HNR(0)             | ... | HNR(9)    | HNR(9)             |
+-------------+--------------------+-----+-----------+--------------------+
| Status      | Status(0)          | ... | Status(0) | Status(1)          |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----------+-----+-----------+-----------+
| HNR    | HNR(0)    | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+--------+-----------+-----------+-----+-----------+-----------+
| Status | Status(0) | Status(1) | ... | Status(0) | Status(1) |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(0) | 0.125     | 0.0       | ... | 1.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(1) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(2) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(3) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(5) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(6) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(8) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(9) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+--------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)     |
+-----------------+-----+--------------------+
| Status          | ... | Status(1)          |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread1(0)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(1)  | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(2)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(3)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(4)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(5)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(6)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(7)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(8)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(9)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| D2(0)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(1)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(2)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(3)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(4)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(5)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(6)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(7)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(8)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(9)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-------------+-----+--------------------+-------------+
| MDVP:RAP      | MDVP:RAP(0) | ... | MDVP:RAP(9)        | MDVP:RAP(9) |
+---------------+-------------+-----+--------------------+-------------+
| Status        | Status(0)   | ... | Status(0)          | Status(1)   |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(0) | 1.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(1) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(2) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(3) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(4) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(5) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(7) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(8) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(9) | 0.0         | ... | 0.1111111111111111 | 1.0         |
+---------------+-------------+-----+--------------------+-------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+-------------+-------------+
| MDVP:RAP          | ... | MDVP:RAP(9) | MDVP:RAP(9) |
+-------------------+-----+-------------+-------------+
| Status            | ... | Status(0)   | Status(1)   |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(0) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(1) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(2) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(3) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(4) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(5) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(8) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(9) | ... | 0.125       | 1.0         |
+-------------------+-----+-------------+-------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+------------+--------------------+
| Status  | Status(0)  | ... | Status(1)  | Status(1)          |
+---------+------------+-----+------------+--------------------+
| spread1 | spread1(0) | ... | spread1(8) | spread1(9)         |
+---------+------------+-----+------------+--------------------+
| PPE(0)  | 1.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(1)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(2)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(3)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(4)  | 0.0        | ... | 0.25       | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(5)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(6)  | 0.0        | ... | 0.0        | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
| PPE(7)  | 0.0        | ... | 0.25       | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(8)  | 0.0        | ... | 0.5        | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
| PPE(9)  | 0.0        | ... | 0.0        | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
[bnlearn] >CPD of RPDE:
+---------+---------------------+-----+------------+--------------------+
| Status  | Status(0)           | ... | Status(1)  | Status(1)          |
+---------+---------------------+-----+------------+--------------------+
| spread1 | spread1(0)          | ... | spread1(8) | spread1(9)         |
+---------+---------------------+-----+------------+--------------------+
| RPDE(0) | 0.18181818181818182 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(1) | 0.0                 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(2) | 0.5454545454545454  | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(3) | 0.18181818181818182 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(4) | 0.09090909090909091 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(5) | 0.0                 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(6) | 0.0                 | ... | 0.25       | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(7) | 0.0                 | ... | 0.5        | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
| RPDE(8) | 0.0                 | ... | 0.25       | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
| RPDE(9) | 0.0                 | ... | 0.0        | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+--------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)  |
+----------------+-----+--------------------+
| Status         | ... | Status(1)          |
+----------------+-----+--------------------+
| MDVP:PPQ(0)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(1)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(2)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(3)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(4)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(5)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(7)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(8)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(9)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+--------------------+-------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)        | MDVP:PPQ(9) |
+---------------------+-----+--------------------+-------------+
| Status              | ... | Status(0)          | Status(1)   |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.502128 |
+-----------+----------+
| Status(1) | 0.497872 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Fold 2/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:DDA:
+----------------+----------------------+----------------------+
| Status         | Status(0)            | Status(1)            |
+----------------+----------------------+----------------------+
| Shimmer:DDA(0) | 0.543859649122807    | 0.256198347107438    |
+----------------+----------------------+----------------------+
| Shimmer:DDA(1) | 0.41228070175438597  | 0.24793388429752067  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(2) | 0.03508771929824561  | 0.15702479338842976  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(3) | 0.008771929824561403 | 0.10743801652892562  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(4) | 0.0                  | 0.08264462809917356  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(5) | 0.0                  | 0.06611570247933884  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(6) | 0.0                  | 0.04132231404958678  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(7) | 0.0                  | 0.01652892561983471  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(9) | 0.0                  | 0.024793388429752067 |
+----------------+----------------------+----------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+----------------+-----+----------------+
| Shimmer:DDA     | Shimmer:DDA(0) | ... | Shimmer:DDA(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(0) | 1.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(1) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(2) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(3) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(4) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(5) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(6) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(7) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(9) | 0.0            | ... | 1.0            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----------------+-----+--------------------+
| Shimmer:APQ3    | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9)    |
+-----------------+-----------------+-----+--------------------+
| Status          | Status(0)       | ... | Status(1)          |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(0) | 1.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(1) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(2) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(3) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(4) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(5) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(6) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(7) | 0.0             | ... | 0.6666666666666666 |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(9) | 0.0             | ... | 0.3333333333333333 |
+-----------------+-----------------+-----+--------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+-----------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| HNR(0)       | ... | 1.0             |
+--------------+-----+-----------------+
| HNR(1)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(2)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(3)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(4)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(5)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(6)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(7)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(8)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(9)       | ... | 0.0             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----------------+-----+--------------------+
| Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9)    |
+--------------+-----------------+-----+--------------------+
| Status       | Status(0)       | ... | Status(1)          |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(0)  | 1.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(1)  | 0.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(2)  | 0.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(3)  | 0.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(4)  | 0.0             | ... | 0.6666666666666666 |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(5)  | 0.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(6)  | 0.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(9)  | 0.0             | ... | 0.3333333333333333 |
+--------------+-----------------+-----+--------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+-----------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9) |
+---------------------+-----+-----------------+
| Status              | ... | Status(1)       |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(0) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(1) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(2) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(3) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(4) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(5) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(6) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(7) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(9) | ... | 1.0             |
+---------------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer    | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(6) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(9) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+-----------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+----------------+-----------+-----+-----------+-----------+
| Status         | Status(0) | ... | Status(0) | Status(1) |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 1.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+--------------------+-----+-----------+--------------------+
| HNR         | HNR(0)             | ... | HNR(9)    | HNR(9)             |
+-------------+--------------------+-----+-----------+--------------------+
| Status      | Status(0)          | ... | Status(0) | Status(1)          |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----------+-----+-----------+-----------+
| HNR    | HNR(0)    | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+--------+-----------+-----------+-----+-----------+-----------+
| Status | Status(0) | Status(1) | ... | Status(0) | Status(1) |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(0) | 0.125     | 0.0       | ... | 1.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(1) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(2) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(3) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(5) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(6) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(8) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(9) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+----------------+
| Status          | Status(0)      | ... | Status(0)      | Status(1)      |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.05           | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.85           | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+--------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)     |
+-----------------+-----+--------------------+
| Status          | ... | Status(1)          |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread1(0)  | 0.1            | ... | 0.05           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(1)  | 0.1            | ... | 0.95           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(2)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(3)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(4)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(5)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(6)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(7)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(8)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(9)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread2(0)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(1)  | 0.1            | ... | 0.15           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(2)  | 0.1            | ... | 0.4            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(3)  | 0.1            | ... | 0.4            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(4)  | 0.1            | ... | 0.05           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(5)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(6)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(7)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(8)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(9)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| D2(0)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(1)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(2)       | 0.1            | ... | 0.3            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(3)       | 0.1            | ... | 0.4            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(4)       | 0.1            | ... | 0.3            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(5)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(6)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(7)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(8)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(9)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-------------+-----+--------------------+-------------+
| MDVP:RAP      | MDVP:RAP(0) | ... | MDVP:RAP(9)        | MDVP:RAP(9) |
+---------------+-------------+-----+--------------------+-------------+
| Status        | Status(0)   | ... | Status(0)          | Status(1)   |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(0) | 1.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(1) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(2) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(3) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(4) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(5) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(7) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(8) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(9) | 0.0         | ... | 0.1111111111111111 | 1.0         |
+---------------+-------------+-----+--------------------+-------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+-------------+-------------+
| MDVP:RAP          | ... | MDVP:RAP(9) | MDVP:RAP(9) |
+-------------------+-----+-------------+-------------+
| Status            | ... | Status(0)   | Status(1)   |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(0) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(1) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(2) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(3) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(4) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(5) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(8) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(9) | ... | 0.125       | 1.0         |
+-------------------+-----+-------------+-------------+
[bnlearn] >CPD of RPDE:
+--------------+-----+-----------------+
| MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| RPDE(0)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(1)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(2)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(3)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(4)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(5)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(6)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(7)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(8)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(9)      | ... | 0.1             |
+--------------+-----+-----------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+------------+------------+
| Status  | Status(0)  | ... | Status(1)  | Status(1)  |
+---------+------------+-----+------------+------------+
| spread1 | spread1(0) | ... | spread1(8) | spread1(9) |
+---------+------------+-----+------------+------------+
| PPE(0)  | 1.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(1)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(2)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(3)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(4)  | 0.0        | ... | 0.25       | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(5)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(6)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(7)  | 0.0        | ... | 0.25       | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(8)  | 0.0        | ... | 0.5        | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(9)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+--------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)  |
+----------------+-----+--------------------+
| Status         | ... | Status(1)          |
+----------------+-----+--------------------+
| MDVP:PPQ(0)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(1)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(2)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(3)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(4)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(5)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(7)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(8)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(9)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+--------------------+-------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)        | MDVP:PPQ(9) |
+---------------------+-----+--------------------+-------------+
| Status              | ... | Status(0)          | Status(1)   |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.485106 |
+-----------+----------+
| Status(1) | 0.514894 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Fold 3/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+----------------------+----------------------+
| Status          | Status(0)            | Status(1)            |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(0) | 0.5833333333333334   | 0.3217391304347826   |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(1) | 0.375                | 0.2                  |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(2) | 0.03333333333333333  | 0.16521739130434782  |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(3) | 0.008333333333333333 | 0.13043478260869565  |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(4) | 0.0                  | 0.06956521739130435  |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(5) | 0.0                  | 0.05217391304347826  |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(6) | 0.0                  | 0.034782608695652174 |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(7) | 0.0                  | 0.008695652173913044 |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(9) | 0.0                  | 0.017391304347826087 |
+-----------------+----------------------+----------------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----------------+-----+-----------------+
| Shimmer:APQ3   | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+----------------+-----------------+-----+-----------------+
| Status         | Status(0)       | ... | Status(1)       |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(0) | 1.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(1) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(2) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(3) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(4) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(5) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(6) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(7) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(9) | 0.0             | ... | 1.0             |
+----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ3    | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(7) | 0.0             | ... | 0.5             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(9) | 0.0             | ... | 0.5             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of HNR:
+--------------+-----+-----------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| HNR(0)       | ... | 1.0             |
+--------------+-----+-----------------+
| HNR(1)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(2)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(3)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(4)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(5)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(6)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(7)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(8)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(9)       | ... | 0.0             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----------------+-----+-----------------+
| Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+--------------+-----------------+-----+-----------------+
| Status       | Status(0)       | ... | Status(1)       |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(0)  | 1.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(1)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(2)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(3)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(4)  | 0.0             | ... | 0.5             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(5)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(9)  | 0.0             | ... | 0.5             |
+--------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+-----------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9) |
+---------------------+-----+-----------------+
| Status              | ... | Status(1)       |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(0) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(1) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(2) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(3) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(4) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(5) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(6) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(7) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(9) | ... | 1.0             |
+---------------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer    | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(6) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(9) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+-----------+-----+-----------+-----------+
| HNR             | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+-----------------+-----------+-----+-----------+-----------+
| Status          | Status(0) | ... | Status(0) | Status(1) |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(0) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(1) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(2) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(3) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(4) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(5) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(6) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(7) | 0.1       | ... | 1.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(8) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(9) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+--------------------+-----+-----------+--------------------+
| HNR         | HNR(0)             | ... | HNR(9)    | HNR(9)             |
+-------------+--------------------+-----+-----------+--------------------+
| Status      | Status(0)          | ... | Status(0) | Status(1)          |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----+-----------------+
| MDVP:Flo(Hz)   | ... | MDVP:Flo(Hz)(9) |
+----------------+-----+-----------------+
| Status         | ... | Status(1)       |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(0) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(1) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(2) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(3) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(4) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(5) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(6) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(7) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(8) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(9) | ... | 0.1             |
+----------------+-----+-----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-------------+-----+--------------------+-------------+
| MDVP:RAP      | MDVP:RAP(0) | ... | MDVP:RAP(9)        | MDVP:RAP(9) |
+---------------+-------------+-----+--------------------+-------------+
| Status        | Status(0)   | ... | Status(0)          | Status(1)   |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(0) | 1.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(1) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(2) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(3) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(4) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(5) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(7) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(8) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(9) | 0.0         | ... | 0.1111111111111111 | 1.0         |
+---------------+-------------+-----+--------------------+-------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+-------------+-------------+
| MDVP:RAP          | ... | MDVP:RAP(9) | MDVP:RAP(9) |
+-------------------+-----+-------------+-------------+
| Status            | ... | Status(0)   | Status(1)   |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(0) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(1) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(2) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(3) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(4) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(5) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(8) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(9) | ... | 0.125       | 1.0         |
+-------------------+-----+-------------+-------------+
[bnlearn] >CPD of NHR:
+----------+----------------------+-----+-------------+
| MDVP:RAP | MDVP:RAP(0)          | ... | MDVP:RAP(9) |
+----------+----------------------+-----+-------------+
| Status   | Status(0)            | ... | Status(1)   |
+----------+----------------------+-----+-------------+
| NHR(0)   | 0.98989898989899     | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(1)   | 0.010101010101010102 | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(2)   | 0.0                  | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(3)   | 0.0                  | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(5)   | 0.0                  | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(6)   | 0.0                  | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(9)   | 0.0                  | ... | 1.0         |
+----------+----------------------+-----+-------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+--------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)     |
+-----------------+-----+--------------------+
| Status          | ... | Status(1)          |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread1(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of RPDE:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| RPDE(0)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(1)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(2)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(3)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(4)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(5)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(6)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(7)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(8)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(9)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of D2:
+-------------+--------------------+-----+--------------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0)     | ... | MDVP:Fo(Hz)(9)     |
+-------------+--------------------+-----+--------------------+
| Status      | Status(0)          | ... | Status(1)          |
+-------------+--------------------+-----+--------------------+
| D2(0)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(1)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(2)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(3)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(4)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(5)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(6)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(7)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(8)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+-------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) |
+----------------+-----+-------------------+
| Status         | ... | Status(1)         |
+----------------+-----+-------------------+
| MDVP:PPQ(0)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(1)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(2)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(3)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(4)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(5)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(7)    | ... | 0.5               |
+----------------+-----+-------------------+
| MDVP:PPQ(8)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(9)    | ... | 0.5               |
+----------------+-----+-------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+-------------------+
| MDVP:Jitter(%)      | ... | MDVP:Jitter(%)(9) |
+---------------------+-----+-------------------+
| Status              | ... | Status(1)         |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(6) | ... | 0.5               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(9) | ... | 0.5               |
+---------------------+-----+-------------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+------------+------------+
| Status  | Status(0)  | ... | Status(1)  | Status(1)  |
+---------+------------+-----+------------+------------+
| spread1 | spread1(0) | ... | spread1(8) | spread1(9) |
+---------+------------+-----+------------+------------+
| PPE(0)  | 1.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(1)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(2)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(3)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(4)  | 0.0        | ... | 1.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(5)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(6)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(7)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(8)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(9)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.510638 |
+-----------+----------+
| Status(1) | 0.489362 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 22













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Error for row 119 in fold 3: KeyError - 6
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
119            4             1             4               4   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
119                 3         3         4           3             6   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
119                 6  ...            6    2    1     7    8        8   

     spread2  D2  PPE  Status  
119        9   8    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 123 in fold 3: KeyError - 9
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
123            5             2             4               1   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
123                 1         1         1           1             3   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
123                 2  ...            3    2    1     7    6        6   

     spread2  D2  PPE  Status  
123        8   9    5       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 150 in fold 3: KeyError - 8
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
150            2             9             0               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
150                 8         8         8           8             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
150                 6  ...            9    8    0     7    2        8   

     spread2  D2  PPE  Status  
150        5   5    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 166 in fold 3: KeyError - 6
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
166            3             1             4               0   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
166                 0         0         0           0             6   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
166                 5  ...            7    0    4     5    5        2   

     spread2  D2  PPE  Status  
166        4   4    1       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Fold 4/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+----------------------+----------------------+
| Status          | Status(0)            | Status(1)            |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(0) | 0.7739130434782608   | 0.30833333333333335  |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(1) | 0.20869565217391303  | 0.25                 |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(2) | 0.017391304347826087 | 0.19166666666666668  |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(3) | 0.0                  | 0.09166666666666666  |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(4) | 0.0                  | 0.06666666666666667  |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(5) | 0.0                  | 0.05                 |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(6) | 0.0                  | 0.016666666666666666 |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(7) | 0.0                  | 0.016666666666666666 |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(9) | 0.0                  | 0.008333333333333333 |
+-----------------+----------------------+----------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+-----+-----------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9) |
+-----------------+-----+-----------------+
| Status          | ... | Status(1)       |
+-----------------+-----+-----------------+
| Shimmer:APQ3(0) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(1) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(2) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(3) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(4) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(5) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(6) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(7) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(9) | ... | 1.0             |
+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+-----------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9) |
+---------------------+-----+-----------------+
| Status              | ... | Status(1)       |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(0) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(1) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(2) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(3) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(4) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(5) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(6) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(9) | ... | 1.0             |
+---------------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer    | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(6) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(9) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----------------+-----+-----------------+
| MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+--------------+-----------------+-----+-----------------+
| Status       | Status(0)       | ... | Status(1)       |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(0)  | 1.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(1)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(2)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(3)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(4)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(6)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(9)  | 0.0             | ... | 1.0             |
+--------------+-----------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----------------+-----+-----------------+
| Shimmer:APQ3   | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+----------------+-----------------+-----+-----------------+
| Status         | Status(0)       | ... | Status(1)       |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(0) | 1.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(1) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(2) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(3) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(4) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(5) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(6) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(7) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(9) | 0.0             | ... | 1.0             |
+----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of HNR:
+--------------+-----+-----------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| HNR(0)       | ... | 1.0             |
+--------------+-----+-----------------+
| HNR(1)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(2)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(3)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(4)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(5)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(6)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(7)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(8)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(9)       | ... | 0.0             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+-----------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+----------------+-----------+-----+-----------+-----------+
| Status         | Status(0) | ... | Status(0) | Status(1) |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 1.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+-----------+-----+-----------+-----------+
| HNR         | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+-------------+-----------+-----+-----------+-----------+
| Status      | Status(0) | ... | Status(0) | Status(1) |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(0) | 0.125     | ... | 1.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(1) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(2) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(3) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(4) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(5) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(8) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(9) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----+-----------+-----------+
| HNR    | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+--------+-----------+-----+-----------+-----------+
| Status | Status(0) | ... | Status(0) | Status(1) |
+--------+-----------+-----+-----------+-----------+
| NHR(0) | 0.125     | ... | 1.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(1) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(2) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(3) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(5) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(6) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(8) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(9) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+----------------+
| Status          | Status(0)      | ... | Status(0)      | Status(1)      |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(0) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(1) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(2) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(3) | 0.125          | ... | 1.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(4) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(6) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(7) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(9) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread1(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| D2(0)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(1)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(2)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(3)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(4)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(5)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(6)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(7)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(8)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(9)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-------------+-----+-------------+-------------+
| MDVP:RAP      | MDVP:RAP(0) | ... | MDVP:RAP(9) | MDVP:RAP(9) |
+---------------+-------------+-----+-------------+-------------+
| Status        | Status(0)   | ... | Status(0)   | Status(1)   |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(0) | 1.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(1) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(2) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(3) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(4) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(5) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(8) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(9) | 0.0         | ... | 0.125       | 1.0         |
+---------------+-------------+-----+-------------+-------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+-------------+
| MDVP:RAP          | ... | MDVP:RAP(9) |
+-------------------+-----+-------------+
| Status            | ... | Status(1)   |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(0) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(1) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(2) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(3) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(4) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(5) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(9) | ... | 1.0         |
+-------------------+-----+-------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+--------------------+------------+
| Status  | Status(0)  | ... | Status(1)          | Status(1)  |
+---------+------------+-----+--------------------+------------+
| spread1 | spread1(0) | ... | spread1(8)         | spread1(9) |
+---------+------------+-----+--------------------+------------+
| PPE(0)  | 1.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(1)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(2)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(3)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(4)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(5)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(6)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(7)  | 0.0        | ... | 0.3333333333333333 | 0.5        |
+---------+------------+-----+--------------------+------------+
| PPE(8)  | 0.0        | ... | 0.6666666666666666 | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(9)  | 0.0        | ... | 0.0                | 0.5        |
+---------+------------+-----+--------------------+------------+
[bnlearn] >CPD of RPDE:
+---------+---------------------+-----+--------------------+------------+
| Status  | Status(0)           | ... | Status(1)          | Status(1)  |
+---------+---------------------+-----+--------------------+------------+
| spread1 | spread1(0)          | ... | spread1(8)         | spread1(9) |
+---------+---------------------+-----+--------------------+------------+
| RPDE(0) | 0.13333333333333333 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(1) | 0.06666666666666667 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(2) | 0.4666666666666667  | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(3) | 0.2                 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(4) | 0.13333333333333333 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(5) | 0.0                 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(6) | 0.0                 | ... | 0.3333333333333333 | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(7) | 0.0                 | ... | 0.6666666666666666 | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(8) | 0.0                 | ... | 0.0                | 1.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(9) | 0.0                 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+--------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)  |
+----------------+-----+--------------------+
| Status         | ... | Status(1)          |
+----------------+-----+--------------------+
| MDVP:PPQ(0)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(1)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(2)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(3)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(4)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(5)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(7)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(8)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(9)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+--------------------+-------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)        | MDVP:PPQ(9) |
+---------------------+-----+--------------------+-------------+
| Status              | ... | Status(0)          | Status(1)   |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.489362 |
+-----------+----------+
| Status(1) | 0.510638 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 22













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Error for row 200 in fold 4: KeyError - 5
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
200            3             5             0               1   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
200                 1         0         1           0             0   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
200                 0  ...            0    0    5     7    2        4   

     spread2  D2  PPE  Status  
200        5   3    3       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22













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Error for row 207 in fold 4: KeyError - 7
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
207            6             2             6               8   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
207                 5         7         8           7             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
207                 7  ...            7    5    0     7    7        9   

     spread2  D2  PPE  Status  
207        7   7    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22













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Fold 5/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:DDA:
+----------------+---------------------+----------------------+
| Status         | Status(0)           | Status(1)            |
+----------------+---------------------+----------------------+
| Shimmer:DDA(0) | 0.5950413223140496  | 0.3130434782608696   |
+----------------+---------------------+----------------------+
| Shimmer:DDA(1) | 0.3884297520661157  | 0.19130434782608696  |
+----------------+---------------------+----------------------+
| Shimmer:DDA(2) | 0.01652892561983471 | 0.1565217391304348   |
+----------------+---------------------+----------------------+
| Shimmer:DDA(3) | 0.0                 | 0.1391304347826087   |
+----------------+---------------------+----------------------+
| Shimmer:DDA(4) | 0.0                 | 0.0782608695652174   |
+----------------+---------------------+----------------------+
| Shimmer:DDA(5) | 0.0                 | 0.05217391304347826  |
+----------------+---------------------+----------------------+
| Shimmer:DDA(6) | 0.0                 | 0.043478260869565216 |
+----------------+---------------------+----------------------+
| Shimmer:DDA(7) | 0.0                 | 0.017391304347826087 |
+----------------+---------------------+----------------------+
| Shimmer:DDA(9) | 0.0                 | 0.008695652173913044 |
+----------------+---------------------+----------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+----------------+-----+----------------+
| Shimmer:DDA     | Shimmer:DDA(0) | ... | Shimmer:DDA(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(0) | 1.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(1) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(2) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(3) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(4) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(5) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(6) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(7) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(9) | 0.0            | ... | 1.0            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ3    | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(6) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(7) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of HNR:
+--------------+-----+-----------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| HNR(0)       | ... | 1.0             |
+--------------+-----+-----------------+
| HNR(1)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(2)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(3)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(4)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(5)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(6)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(7)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(8)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(9)       | ... | 0.0             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----------------+-----+-----------------+
| Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+--------------+-----------------+-----+-----------------+
| Status       | Status(0)       | ... | Status(1)       |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(0)  | 1.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(1)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(2)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(3)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(4)  | 0.0             | ... | 1.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(5)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(6)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+-----------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(7) |
+---------------------+-----+-----------------+
| Status              | ... | Status(1)       |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(0) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(1) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(2) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(3) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(4) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(5) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(6) | ... | 0.5             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(7) | ... | 0.5             |
+---------------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer    | MDVP:Shimmer(0) | ... | MDVP:Shimmer(7) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(6) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+-----------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+----------------+-----------+-----+-----------+-----------+
| Status         | Status(0) | ... | Status(0) | Status(1) |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 1.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of spread1:
+------------+-----------+-----+---------------------+-----------+
| HNR        | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+------------+-----------+-----+---------------------+-----------+
| Status     | Status(0) | ... | Status(0)           | Status(1) |
+------------+-----------+-----+---------------------+-----------+
| spread1(0) | 0.1       | ... | 0.8181818181818182  | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(1) | 0.1       | ... | 0.18181818181818182 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(2) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(3) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(4) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(5) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(6) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(7) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(8) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(9) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:PPQ:
+-------------+---------------------+-----+-----------+---------------------+
| HNR         | HNR(0)              | ... | HNR(9)    | HNR(9)              |
+-------------+---------------------+-----+-----------+---------------------+
| Status      | Status(0)           | ... | Status(0) | Status(1)           |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(0) | 0.14285714285714285 | ... | 1.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(1) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(2) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(3) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(4) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(5) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(8) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
[bnlearn] >CPD of NHR:
+--------+---------------------+-----+-----------+---------------------+
| HNR    | HNR(0)              | ... | HNR(9)    | HNR(9)              |
+--------+---------------------+-----+-----------+---------------------+
| Status | Status(0)           | ... | Status(0) | Status(1)           |
+--------+---------------------+-----+-----------+---------------------+
| NHR(0) | 0.16666666666666666 | ... | 1.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
| NHR(1) | 0.16666666666666666 | ... | 0.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
| NHR(2) | 0.16666666666666666 | ... | 0.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
| NHR(3) | 0.16666666666666666 | ... | 0.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
| NHR(5) | 0.16666666666666666 | ... | 0.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
| NHR(8) | 0.16666666666666666 | ... | 0.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+----------------+
| Status          | Status(0)      | ... | Status(0)      | Status(1)      |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.05           | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.85           | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+--------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)     |
+-----------------+-----+--------------------+
| Status          | ... | Status(1)          |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread2(0)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(1)  | 0.1            | ... | 0.15           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(2)  | 0.1            | ... | 0.4            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(3)  | 0.1            | ... | 0.45           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(4)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(5)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(6)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(7)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(8)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(9)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+------------+--------------------+
| Status  | Status(0)  | ... | Status(1)  | Status(1)          |
+---------+------------+-----+------------+--------------------+
| spread1 | spread1(0) | ... | spread1(8) | spread1(9)         |
+---------+------------+-----+------------+--------------------+
| PPE(0)  | 1.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(1)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(2)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(3)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(4)  | 0.0        | ... | 0.25       | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(5)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(6)  | 0.0        | ... | 0.0        | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
| PPE(7)  | 0.0        | ... | 0.25       | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
| PPE(8)  | 0.0        | ... | 0.5        | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
[bnlearn] >CPD of RPDE:
+---------+---------------------+-----+------------+--------------------+
| Status  | Status(0)           | ... | Status(1)  | Status(1)          |
+---------+---------------------+-----+------------+--------------------+
| spread1 | spread1(0)          | ... | spread1(8) | spread1(9)         |
+---------+---------------------+-----+------------+--------------------+
| RPDE(0) | 0.14285714285714285 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(1) | 0.07142857142857142 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(2) | 0.42857142857142855 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(3) | 0.21428571428571427 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(4) | 0.14285714285714285 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(5) | 0.0                 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(6) | 0.0                 | ... | 0.25       | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(7) | 0.0                 | ... | 0.5        | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
| RPDE(8) | 0.0                 | ... | 0.25       | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
| RPDE(9) | 0.0                 | ... | 0.0        | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+-------------+-------------+
| MDVP:PPQ          | ... | MDVP:PPQ(8) | MDVP:PPQ(8) |
+-------------------+-----+-------------+-------------+
| Status            | ... | Status(0)   | Status(1)   |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(0) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(1) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(2) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(3) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(4) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(5) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(8) | ... | 0.125       | 0.5         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(9) | ... | 0.125       | 0.5         |
+-------------------+-----+-------------+-------------+
[bnlearn] >CPD of D2:
+--------------+-----+-----------------+
| MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| D2(0)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(1)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(2)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(3)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(4)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(5)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(6)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(7)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(8)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(9)        | ... | 0.1             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:RAP:
+----------------+-----+-------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) |
+----------------+-----+-------------------+
| Status         | ... | Status(1)         |
+----------------+-----+-------------------+
| MDVP:RAP(0)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(1)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(2)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(3)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(4)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(5)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(7)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(8)    | ... | 1.0               |
+----------------+-----+-------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+-------------------+
| MDVP:Jitter(%)      | ... | MDVP:Jitter(%)(9) |
+---------------------+-----+-------------------+
| Status              | ... | Status(1)         |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(8) | ... | 1.0               |
+---------------------+-----+-------------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-------------+-----+-------------+-------------+
| MDVP:RAP      | MDVP:RAP(0) | ... | MDVP:RAP(8) | MDVP:RAP(8) |
+---------------+-------------+-----+-------------+-------------+
| Status        | Status(0)   | ... | Status(0)   | Status(1)   |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(0) | 1.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(1) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(2) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(3) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(4) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(5) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(7) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(8) | 0.0         | ... | 0.125       | 1.0         |
+---------------+-------------+-----+-------------+-------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.512712 |
+-----------+----------+
| Status(1) | 0.487288 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 289 in fold 5: KeyError - 9
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
289            6             2             5               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
289                 6         8         9           8             9   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
289                 9  ...            9    6    0     8    7        9   

     spread2  D2  PPE  Status  
289        9   7    9       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 291 in fold 5: KeyError - 7
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
291            2             0             2               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
291                 9         9         7           9             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
291                 6  ...            9    9    0     9    3        7   

     spread2  D2  PPE  Status  
291        5   6    6       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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In [57]:






evaluation['BDeu Hill Climbing (Maximum Likelihood)'] = evaluation_hc_ml

























PC Algorithm¶


















In [58]:






structure_kwargs_pc = {'methodtype': 'pc'}

























Bayes¶


















In [59]:






evaluation_pc_bayes = discrete_cross_validation(parkinsons_df, 'Status', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'bayes'})

























Fold 1/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+---------------------+---------------------+
| Status          | Status(0)           | Status(1)           |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(0) | 0.20154620640057533 | 0.14352602197010625 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(1) | 0.16432937792161093 | 0.13056005762650819 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(2) | 0.09313196691837469 | 0.1192148388258599  |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(3) | 0.0915138439410284  | 0.11111111111111112 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(4) | 0.08989572096368213 | 0.10624887448226185 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(5) | 0.08989572096368213 | 0.10300738339636233 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(6) | 0.08989572096368213 | 0.09814514676751306 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(7) | 0.08989572096368213 | 0.09328291013866379 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(9) | 0.08989572096368213 | 0.09490365568161355 |
+-----------------+---------------------+---------------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----+---------------------+
| Shimmer:APQ3   | ... | Shimmer:APQ3(9)     |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| Shimmer:DDA(0) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(1) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(2) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(3) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(4) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(5) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(6) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(7) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(9) | ... | 0.15665190807505797 |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----+---------------------+
| Shimmer:APQ3    | ... | Shimmer:APQ3(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Shimmer(0) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(1) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(2) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(3) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(4) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(5) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(6) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(7) | ... | 0.13957410921357788 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(9) | ... | 0.1224963103520978  |
+-----------------+-----+---------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| HNR(0)       | ... | 0.14611005692599618 |
+--------------+-----+---------------------+
| HNR(1)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(2)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(3)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(4)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(5)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(6)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(7)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(8)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(9)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+---------------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9)     |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(0) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(1) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(2) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(3) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(4) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(5) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(6) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(7) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(9) | ... | 0.12682820344902856 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ5(0) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(1) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(2) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(3) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(4) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(5) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(6) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(9) | ... | 0.14047151277013753 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----+---------------------+
| MDVP:Shimmer | ... | MDVP:Shimmer(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| MDVP:APQ(0)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(1)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(2)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(3)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(4)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(5)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(6)  | ... | 0.12278978388998037 |
+--------------+-----+---------------------+
| MDVP:APQ(9)  | ... | 0.14047151277013753 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+---------------------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+----------------+-----------+-----+---------------------+-----------+
| Status         | Status(0) | ... | Status(0)           | Status(1) |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 0.25                | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.08333333333333333 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+---------------------+-----+---------------------+
| HNR         | HNR(0)              | ... | HNR(9)              |
+-------------+---------------------+-----+---------------------+
| Status      | Status(0)           | ... | Status(1)           |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----+---------------------+-----------+
| HNR    | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+--------+-----------+-----+---------------------+-----------+
| Status | Status(0) | ... | Status(0)           | Status(1) |
+--------+-----------+-----+---------------------+-----------+
| NHR(0) | 0.125     | ... | 0.2708333333333333  | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(1) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(2) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(3) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(5) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(6) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(8) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
| NHR(9) | 0.125     | ... | 0.10416666666666667 | 0.125     |
+--------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+----------------+
| Status          | Status(0)      | ... | Status(0)      | Status(1)      |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.109375       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.078125       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.109375       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.234375       | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+---------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 0.296875       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread2(0)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(1)  | 0.1            | ... | 0.09375        | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(2)  | 0.1            | ... | 0.171875       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(3)  | 0.1            | ... | 0.171875       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(4)  | 0.1            | ... | 0.09375        | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(5)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(6)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(7)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(8)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(9)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread1(0)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(1)  | 0.1            | ... | 0.296875       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(2)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(3)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(4)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(5)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(6)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(7)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(8)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(9)  | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| D2(0)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(1)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(2)       | 0.1            | ... | 0.15625        | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(3)       | 0.1            | ... | 0.171875       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(4)       | 0.1            | ... | 0.125          | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(5)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(6)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(7)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(8)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(9)       | 0.1            | ... | 0.078125       | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-----+---------------------+
| MDVP:RAP      | ... | MDVP:RAP(9)         |
+---------------+-----+---------------------+
| Status        | ... | Status(1)           |
+---------------+-----+---------------------+
| Jitter:DDP(0) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(1) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(2) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(3) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(4) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(5) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(7) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(8) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(9) | ... | 0.12682820344902856 |
+---------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+---------------------+
| MDVP:RAP          | ... | MDVP:RAP(9)         |
+-------------------+-----+---------------------+
| Status            | ... | Status(1)           |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(0) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(1) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(2) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(3) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(4) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(5) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(8) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(9) | ... | 0.14047151277013753 |
+-------------------+-----+---------------------+
[bnlearn] >CPD of PPE:
+---------+---------------------+-----+---------------------+
| Status  | Status(0)           | ... | Status(1)           |
+---------+---------------------+-----+---------------------+
| spread1 | spread1(0)          | ... | spread1(9)          |
+---------+---------------------+-----+---------------------+
| PPE(0)  | 0.26229508196721313 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(1)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(2)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(3)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(4)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(5)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(6)  | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
| PPE(7)  | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| PPE(8)  | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
| PPE(9)  | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of RPDE:
+---------+---------------------+-----+---------------------+
| Status  | Status(0)           | ... | Status(1)           |
+---------+---------------------+-----+---------------------+
| spread1 | spread1(0)          | ... | spread1(9)          |
+---------+---------------------+-----+---------------------+
| RPDE(0) | 0.11475409836065574 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(1) | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(2) | 0.18032786885245902 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(3) | 0.11475409836065574 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(4) | 0.09836065573770492 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(5) | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(6) | 0.08196721311475409 | ... | 0.09433962264150944 |
+---------+---------------------+-----+---------------------+
| RPDE(7) | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
| RPDE(8) | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
| RPDE(9) | 0.08196721311475409 | ... | 0.11320754716981132 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+---------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)   |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| MDVP:PPQ(0)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(1)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(2)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(3)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(4)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(5)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(7)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
| MDVP:PPQ(8)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
| MDVP:PPQ(9)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+---------------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)         |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.500405 |
+-----------+----------+
| Status(1) | 0.499595 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Fold 2/5
[bnlearn] >Computing best DAG using [tan]













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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:DDA:
+----------------+---------------------+---------------------+
| Status         | Status(0)           | Status(1)           |
+----------------+---------------------+---------------------+
| Shimmer:DDA(0) | 0.19145855953673543 | 0.13938092682054035 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(1) | 0.16702859211002533 | 0.1377706208624083  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(2) | 0.09699601882012306 | 0.1200572553229558  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(3) | 0.09211002533478103 | 0.11039541957416354 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(4) | 0.09048136083966703 | 0.1055645016997674  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(5) | 0.09048136083966703 | 0.10234388978350331 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(6) | 0.09048136083966703 | 0.09751297190910718 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(7) | 0.09048136083966703 | 0.09268205403471104 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(9) | 0.09048136083966703 | 0.09429235999284309 |
+----------------+---------------------+---------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+-----+---------------------+
| Shimmer:DDA     | ... | Shimmer:DDA(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ3(0) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(1) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(2) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(3) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(4) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(5) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(6) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(7) | ... | 0.10541851149061775 |
+-----------------+-----+---------------------+
| Shimmer:APQ3(9) | ... | 0.15665190807505797 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----+---------------------+
| Shimmer:APQ3    | ... | Shimmer:APQ3(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Shimmer(0) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(1) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(2) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(3) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(4) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(5) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(6) | ... | 0.10541851149061773 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(7) | ... | 0.13957410921357788 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(9) | ... | 0.1224963103520978  |
+-----------------+-----+---------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| HNR(0)       | ... | 0.14611005692599618 |
+--------------+-----+---------------------+
| HNR(1)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(2)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(3)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(4)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(5)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(6)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(7)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(8)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(9)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| MDVP:APQ(0)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(1)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(2)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(3)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(4)  | ... | 0.15275142314990514 |
+--------------+-----+---------------------+
| MDVP:APQ(5)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(6)  | ... | 0.11859582542694498 |
+--------------+-----+---------------------+
| MDVP:APQ(9)  | ... | 0.13567362428842505 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+---------------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9)     |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(0) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(1) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(2) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(3) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(4) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(5) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(6) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(7) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(9) | ... | 0.12682820344902856 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ5(0) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(1) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(2) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(3) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(4) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(5) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(6) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(9) | ... | 0.14047151277013753 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+---------------------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+----------------+-----------+-----+---------------------+-----------+
| Status         | Status(0) | ... | Status(0)           | Status(1) |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 0.2857142857142857  | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+---------------------+-----+---------------------+
| HNR         | HNR(0)              | ... | HNR(9)              |
+-------------+---------------------+-----+---------------------+
| Status      | Status(0)           | ... | Status(1)           |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----+--------------------+-----------+
| HNR    | HNR(0)    | ... | HNR(9)             | HNR(9)    |
+--------+-----------+-----+--------------------+-----------+
| Status | Status(0) | ... | Status(0)          | Status(1) |
+--------+-----------+-----+--------------------+-----------+
| NHR(0) | 0.125     | ... | 0.3055555555555556 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(1) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(2) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(3) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(5) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(6) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(8) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(9) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+---------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| DFA(0)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(1)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(2)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(3)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(4)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(5)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(6)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(7)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(8)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(9)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread1(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| D2(0)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(1)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(2)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(3)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(4)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(5)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(6)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(7)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(8)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(9)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-----+---------------------+
| MDVP:RAP      | ... | MDVP:RAP(9)         |
+---------------+-----+---------------------+
| Status        | ... | Status(1)           |
+---------------+-----+---------------------+
| Jitter:DDP(0) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(1) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(2) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(3) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(4) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(5) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(7) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(8) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(9) | ... | 0.12682820344902856 |
+---------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+---------------------+
| MDVP:RAP          | ... | MDVP:RAP(9)         |
+-------------------+-----+---------------------+
| Status            | ... | Status(1)           |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(0) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(1) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(2) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(3) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(4) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(5) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(8) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(9) | ... | 0.14047151277013753 |
+-------------------+-----+---------------------+
[bnlearn] >CPD of RPDE:
+--------------+-----+-----------------+
| MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| RPDE(0)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(1)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(2)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(3)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(4)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(5)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(6)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(7)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(8)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(9)      | ... | 0.1             |
+--------------+-----+-----------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+---------------------+
| Status  | Status(0)  | ... | Status(1)           |
+---------+------------+-----+---------------------+
| spread1 | spread1(0) | ... | spread1(9)          |
+---------+------------+-----+---------------------+
| PPE(0)  | 0.296875   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(1)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(2)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(3)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(4)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(5)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(6)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(7)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(8)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(9)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+---------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)   |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| MDVP:PPQ(0)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(1)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(2)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(3)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(4)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(5)    | ... | 0.10602205258693809 |
+----------------+-----+---------------------+
| MDVP:PPQ(7)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
| MDVP:PPQ(8)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
| MDVP:PPQ(9)    | ... | 0.12128922815945717 |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+---------------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)         |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.497166 |
+-----------+----------+
| Status(1) | 0.502834 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Fold 3/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+---------------------+---------------------+
| Status          | Status(0)           | Status(1)           |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(0) | 0.2025089605734767  | 0.15049683830171634 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(1) | 0.16218637992831542 | 0.12773261065943994 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(2) | 0.0960573476702509  | 0.12122854561878953 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(3) | 0.09121863799283154 | 0.11472448057813912 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(4) | 0.08960573476702509 | 0.10334236675700091 |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(5) | 0.08960573476702509 | 0.1000903342366757  |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(6) | 0.08960573476702509 | 0.0968383017163505  |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(7) | 0.08960573476702509 | 0.0919602529358627  |
+-----------------+---------------------+---------------------+
| Shimmer:APQ3(9) | 0.08960573476702509 | 0.09358626919602529 |
+-----------------+---------------------+---------------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----+---------------------+
| Shimmer:APQ3   | ... | Shimmer:APQ3(9)     |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| Shimmer:DDA(0) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(1) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(2) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(3) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(4) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(5) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(6) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(7) | ... | 0.10725010725010725 |
+----------------+-----+---------------------+
| Shimmer:DDA(9) | ... | 0.141999141999142   |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----+---------------------+
| Shimmer:APQ3    | ... | Shimmer:APQ3(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Shimmer(0) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(1) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(2) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(3) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(4) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(5) | ... | 0.12065637065637067 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(7) | ... | 0.13803088803088806 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(9) | ... | 0.13803088803088806 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| HNR(0)       | ... | 0.13127413127413126 |
+--------------+-----+---------------------+
| HNR(1)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(2)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(3)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(4)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(5)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(6)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(7)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(8)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
| HNR(9)       | ... | 0.09652509652509651 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| MDVP:APQ(0)  | ... | 0.13789299503585217 |
+--------------+-----+---------------------+
| MDVP:APQ(1)  | ... | 0.13789299503585217 |
+--------------+-----+---------------------+
| MDVP:APQ(2)  | ... | 0.13789299503585217 |
+--------------+-----+---------------------+
| MDVP:APQ(3)  | ... | 0.13789299503585217 |
+--------------+-----+---------------------+
| MDVP:APQ(4)  | ... | 0.15526751241036954 |
+--------------+-----+---------------------+
| MDVP:APQ(5)  | ... | 0.13789299503585217 |
+--------------+-----+---------------------+
| MDVP:APQ(9)  | ... | 0.15526751241036954 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+--------------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9)    |
+---------------------+-----+--------------------+
| Status              | ... | Status(1)          |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(0) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(1) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(2) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(3) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(4) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(5) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(6) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(7) | ... | 0.1093613298337708 |
+---------------------+-----+--------------------+
| MDVP:Shimmer(dB)(9) | ... | 0.1251093613298338 |
+---------------------+-----+--------------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ5(0) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(1) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(2) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(3) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(4) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(5) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(6) | ... | 0.12303149606299213 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(9) | ... | 0.13877952755905512 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+-----------+-----+---------------------+-----------+
| HNR             | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+-----------------+-----------+-----+---------------------+-----------+
| Status          | Status(0) | ... | Status(0)           | Status(1) |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(0) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(1) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(2) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(3) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(4) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(5) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(6) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(7) | 0.1       | ... | 0.2857142857142857  | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(8) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
| MDVP:Flo(Hz)(9) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+-----------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+---------------------+-----+---------------------+
| HNR         | HNR(0)              | ... | HNR(9)              |
+-------------+---------------------+-----+---------------------+
| Status      | Status(0)           | ... | Status(1)           |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----+-----------------+
| MDVP:Flo(Hz)   | ... | MDVP:Flo(Hz)(9) |
+----------------+-----+-----------------+
| Status         | ... | Status(1)       |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(0) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(1) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(2) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(3) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(4) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(5) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(6) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(7) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(8) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(9) | ... | 0.1             |
+----------------+-----+-----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-----+---------------------+
| MDVP:RAP      | ... | MDVP:RAP(9)         |
+---------------+-----+---------------------+
| Status        | ... | Status(1)           |
+---------------+-----+---------------------+
| Jitter:DDP(0) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(1) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(2) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(3) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(4) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(5) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(7) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(8) | ... | 0.1091464745688714  |
+---------------+-----+---------------------+
| Jitter:DDP(9) | ... | 0.12682820344902856 |
+---------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+---------------------+
| MDVP:RAP          | ... | MDVP:RAP(9)         |
+-------------------+-----+---------------------+
| Status            | ... | Status(1)           |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(0) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(1) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(2) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(3) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(4) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(5) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(8) | ... | 0.12278978388998037 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(9) | ... | 0.14047151277013753 |
+-------------------+-----+---------------------+
[bnlearn] >CPD of NHR:
+----------+----------------------+-----+---------------------+
| MDVP:RAP | MDVP:RAP(0)          | ... | MDVP:RAP(9)         |
+----------+----------------------+-----+---------------------+
| Status   | Status(0)            | ... | Status(1)           |
+----------+----------------------+-----+---------------------+
| NHR(0)   | 0.6854267228099001   | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(1)   | 0.05782068398890827  | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(2)   | 0.051350518640238256 | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(3)   | 0.051350518640238256 | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(5)   | 0.051350518640238256 | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(6)   | 0.051350518640238256 | ... | 0.140331181588549   |
+----------+----------------------+-----+---------------------+
| NHR(9)   | 0.051350518640238256 | ... | 0.15801291046870614 |
+----------+----------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+---------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| DFA(0)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(1)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(2)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(3)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(4)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(5)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(6)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(7)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(8)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(9)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread1(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of RPDE:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| RPDE(0)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(1)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(2)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(3)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(4)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(5)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(6)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(7)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(8)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(9)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of D2:
+-------------+---------------------+-----+---------------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0)      | ... | MDVP:Fo(Hz)(9)      |
+-------------+---------------------+-----+---------------------+
| Status      | Status(0)           | ... | Status(1)           |
+-------------+---------------------+-----+---------------------+
| D2(0)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(1)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(2)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(3)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(4)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(5)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(6)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(7)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
| D2(8)       | 0.11111111111111109 | ... | 0.11111111111111109 |
+-------------+---------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+---------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)   |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| MDVP:PPQ(0)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(1)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(2)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(3)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(4)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(5)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(7)    | ... | 0.1231696813092162  |
+----------------+-----+---------------------+
| MDVP:PPQ(8)    | ... | 0.10766580534022395 |
+----------------+-----+---------------------+
| MDVP:PPQ(9)    | ... | 0.1231696813092162  |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+---------------------+
| MDVP:Jitter(%)      | ... | MDVP:Jitter(%)(9)   |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(6) | ... | 0.13662790697674418 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(9) | ... | 0.13662790697674418 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+---------------------+
| Status  | Status(0)  | ... | Status(1)           |
+---------+------------+-----+---------------------+
| spread1 | spread1(0) | ... | spread1(9)          |
+---------+------------+-----+---------------------+
| PPE(0)  | 0.296875   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(1)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(2)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(3)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(4)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(5)  | 0.078125   | ... | 0.09259259259259259 |
+---------+------------+-----+---------------------+
| PPE(6)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(7)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(8)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
| PPE(9)  | 0.078125   | ... | 0.1111111111111111  |
+---------+------------+-----+---------------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.502024 |
+-----------+----------+
| Status(1) | 0.497976 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 22













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Error for row 119 in fold 3: KeyError - 6
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
119            4             1             4               4   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
119                 3         3         4           3             6   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
119                 6  ...            6    2    1     7    8        8   

     spread2  D2  PPE  Status  
119        9   8    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 123 in fold 3: KeyError - 9
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
123            5             2             4               1   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
123                 1         1         1           1             3   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
123                 2  ...            3    2    1     7    6        6   

     spread2  D2  PPE  Status  
123        8   9    5       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 150 in fold 3: KeyError - 8
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
150            2             9             0               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
150                 8         8         8           8             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
150                 6  ...            9    8    0     7    2        8   

     spread2  D2  PPE  Status  
150        5   5    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 166 in fold 3: KeyError - 6
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
166            3             1             4               0   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
166                 0         0         0           0             6   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
166                 5  ...            7    0    4     5    5        2   

     spread2  D2  PPE  Status  
166        4   4    1       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Fold 4/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+---------------------+---------------------+
| Status          | Status(0)           | Status(1)           |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(0) | 0.23504968383017166 | 0.1492831541218638  |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(1) | 0.12935862691960257 | 0.13799283154121864 |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(2) | 0.0935862691960253  | 0.12670250896057347 |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(3) | 0.0903342366757001  | 0.10734767025089606 |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(4) | 0.0903342366757001  | 0.1025089605734767  |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(5) | 0.0903342366757001  | 0.0992831541218638  |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(6) | 0.0903342366757001  | 0.092831541218638   |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(7) | 0.0903342366757001  | 0.092831541218638   |
+-----------------+---------------------+---------------------+
| MDVP:Shimmer(9) | 0.0903342366757001  | 0.09121863799283154 |
+-----------------+---------------------+---------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ3(0) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(1) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(2) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(3) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(4) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(5) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(6) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(7) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(9) | ... | 0.12682820344902856 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+---------------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9)     |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(0) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(1) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(2) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(3) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(4) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(5) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(6) | ... | 0.12278978388998037 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(9) | ... | 0.14047151277013753 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ5(0) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(1) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(2) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(3) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(4) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(5) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(6) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(9) | ... | 0.14047151277013753 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----+---------------------+
| MDVP:Shimmer | ... | MDVP:Shimmer(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| MDVP:APQ(0)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(1)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(2)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(3)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(4)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(6)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(9)  | ... | 0.15801291046870614 |
+--------------+-----+---------------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----+---------------------+
| Shimmer:APQ3   | ... | Shimmer:APQ3(9)     |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| Shimmer:DDA(0) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(1) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(2) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(3) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(4) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(5) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(6) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(7) | ... | 0.10541851149061775 |
+----------------+-----+---------------------+
| Shimmer:DDA(9) | ... | 0.15665190807505797 |
+----------------+-----+---------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| HNR(0)       | ... | 0.14611005692599618 |
+--------------+-----+---------------------+
| HNR(1)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(2)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(3)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(4)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(5)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(6)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(7)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(8)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
| HNR(9)       | ... | 0.09487666034155597 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+---------------------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+----------------+-----------+-----+---------------------+-----------+
| Status         | Status(0) | ... | Status(0)           | Status(1) |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 0.2857142857142857  | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.07936507936507936 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+-----------+-----+--------------------+-----------+
| HNR         | HNR(0)    | ... | HNR(9)             | HNR(9)    |
+-------------+-----------+-----+--------------------+-----------+
| Status      | Status(0) | ... | Status(0)          | Status(1) |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(0) | 0.125     | ... | 0.3055555555555556 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(1) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(2) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(3) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(4) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(5) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(8) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
| MDVP:RAP(9) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+-------------+-----------+-----+--------------------+-----------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----+--------------------+-----------+
| HNR    | HNR(0)    | ... | HNR(9)             | HNR(9)    |
+--------+-----------+-----+--------------------+-----------+
| Status | Status(0) | ... | Status(0)          | Status(1) |
+--------+-----------+-----+--------------------+-----------+
| NHR(0) | 0.125     | ... | 0.3055555555555556 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(1) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(2) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(3) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(5) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(6) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(8) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
| NHR(9) | 0.125     | ... | 0.0992063492063492 | 0.125     |
+--------+-----------+-----+--------------------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(0) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(1) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(2) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(3) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(4) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(6) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(7) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
| MDVP:Fhi(Hz)(9) | 0.125          | ... | 0.125          |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| DFA(0)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(1)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(2)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(3)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(4)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(5)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(6)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(7)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(8)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(9)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread1(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| D2(0)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(1)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(2)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(3)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(4)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(5)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(6)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(7)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(8)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(9)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-----+---------------------+
| MDVP:RAP      | ... | MDVP:RAP(9)         |
+---------------+-----+---------------------+
| Status        | ... | Status(1)           |
+---------------+-----+---------------------+
| Jitter:DDP(0) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(1) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(2) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(3) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(4) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(5) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(8) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(9) | ... | 0.13877952755905512 |
+---------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+---------------------+
| MDVP:RAP          | ... | MDVP:RAP(9)         |
+-------------------+-----+---------------------+
| Status            | ... | Status(1)           |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(0) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(1) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(2) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(3) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(4) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(5) | ... | 0.14060742407199098 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(9) | ... | 0.15635545556805397 |
+-------------------+-----+---------------------+
[bnlearn] >CPD of PPE:
+---------+---------------------+-----+---------------------+
| Status  | Status(0)           | ... | Status(1)           |
+---------+---------------------+-----+---------------------+
| spread1 | spread1(0)          | ... | spread1(9)          |
+---------+---------------------+-----+---------------------+
| PPE(0)  | 0.3076923076923077  | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(1)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(2)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(3)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(4)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(5)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(6)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(7)  | 0.07692307692307693 | ... | 0.11538461538461539 |
+---------+---------------------+-----+---------------------+
| PPE(8)  | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| PPE(9)  | 0.07692307692307693 | ... | 0.11538461538461539 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of RPDE:
+---------+---------------------+-----+---------------------+
| Status  | Status(0)           | ... | Status(1)           |
+---------+---------------------+-----+---------------------+
| spread1 | spread1(0)          | ... | spread1(9)          |
+---------+---------------------+-----+---------------------+
| RPDE(0) | 0.1076923076923077  | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(1) | 0.09230769230769231 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(2) | 0.18461538461538463 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(3) | 0.12307692307692308 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(4) | 0.1076923076923077  | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(5) | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(6) | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(7) | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
| RPDE(8) | 0.07692307692307693 | ... | 0.1346153846153846  |
+---------+---------------------+-----+---------------------+
| RPDE(9) | 0.07692307692307693 | ... | 0.09615384615384616 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+---------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)   |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| MDVP:PPQ(0)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(1)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(2)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(3)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(4)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(5)    | ... | 0.10663254425250586 |
+----------------+-----+---------------------+
| MDVP:PPQ(7)    | ... | 0.12006824482832161 |
+----------------+-----+---------------------+
| MDVP:PPQ(8)    | ... | 0.12006824482832161 |
+----------------+-----+---------------------+
| MDVP:PPQ(9)    | ... | 0.12006824482832161 |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+---------------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)         |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714  |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.497976 |
+-----------+----------+
| Status(1) | 0.502024 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 200 in fold 4: KeyError - 5
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
200            3             5             0               1   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
200                 1         0         1           0             0   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
200                 0  ...            0    0    5     7    2        4   

     spread2  D2  PPE  Status  
200        5   3    3       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22













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Error for row 207 in fold 4: KeyError - 7
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
207            6             2             6               8   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
207                 5         7         8           7             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
207                 7  ...            7    5    0     7    7        9   

     spread2  D2  PPE  Status  
207        7   7    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22













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Fold 5/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [bayes]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:DDA:
+----------------+---------------------+---------------------+
| Status         | Status(0)           | Status(1)           |
+----------------+---------------------+---------------------+
| Shimmer:DDA(0) | 0.2054034711039542  | 0.14887082204155375 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(1) | 0.16514582215065307 | 0.12610659439927732 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(2) | 0.09268205403471104 | 0.11960252935862692 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(3) | 0.08946144211844695 | 0.11635049683830172 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(4) | 0.08946144211844695 | 0.1049683830171635  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(5) | 0.08946144211844695 | 0.1000903342366757  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(6) | 0.08946144211844695 | 0.0984643179765131  |
+----------------+---------------------+---------------------+
| Shimmer:DDA(7) | 0.08946144211844695 | 0.09358626919602529 |
+----------------+---------------------+---------------------+
| Shimmer:DDA(9) | 0.08946144211844695 | 0.0919602529358627  |
+----------------+---------------------+---------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+-----+---------------------+
| Shimmer:DDA     | ... | Shimmer:DDA(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ3(0) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(1) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(2) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(3) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(4) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(5) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(6) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(7) | ... | 0.1091464745688714  |
+-----------------+-----+---------------------+
| Shimmer:APQ3(9) | ... | 0.12682820344902856 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----+---------------------+
| Shimmer:APQ3    | ... | Shimmer:APQ3(9)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Shimmer(0) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(1) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(2) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(3) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(4) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(5) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(6) | ... | 0.12278978388998037 |
+-----------------+-----+---------------------+
| MDVP:Shimmer(7) | ... | 0.14047151277013753 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| HNR(0)       | ... | 0.11591355599214143 |
+--------------+-----+---------------------+
| HNR(1)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(2)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(3)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(4)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(5)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(6)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(7)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(8)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
| HNR(9)       | ... | 0.09823182711198426 |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----+---------------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9)     |
+--------------+-----+---------------------+
| Status       | ... | Status(1)           |
+--------------+-----+---------------------+
| MDVP:APQ(0)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(1)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(2)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(3)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(4)  | ... | 0.15801291046870614 |
+--------------+-----+---------------------+
| MDVP:APQ(5)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
| MDVP:APQ(6)  | ... | 0.140331181588549   |
+--------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+---------------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(7)     |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(0) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(1) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(2) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(3) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(4) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(5) | ... | 0.12112403100775193 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(6) | ... | 0.13662790697674418 |
+---------------------+-----+---------------------+
| MDVP:Shimmer(dB)(7) | ... | 0.13662790697674418 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----+---------------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(7)     |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| Shimmer:APQ5(0) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(1) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(2) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(3) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(4) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(5) | ... | 0.13842746400885936 |
+-----------------+-----+---------------------+
| Shimmer:APQ5(6) | ... | 0.16943521594684385 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+---------------------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+----------------+-----------+-----+---------------------+-----------+
| Status         | Status(0) | ... | Status(0)           | Status(1) |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 0.26229508196721313 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+----------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of spread1:
+------------+-----------+-----+---------------------+-----------+
| HNR        | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+------------+-----------+-----+---------------------+-----------+
| Status     | Status(0) | ... | Status(0)           | Status(1) |
+------------+-----------+-----+---------------------+-----------+
| spread1(0) | 0.1       | ... | 0.22950819672131148 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(1) | 0.1       | ... | 0.11475409836065574 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(2) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(3) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(4) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(5) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(6) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(7) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(8) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(9) | 0.1       | ... | 0.08196721311475409 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:PPQ:
+-------------+---------------------+-----+---------------------+
| HNR         | HNR(0)              | ... | HNR(9)              |
+-------------+---------------------+-----+---------------------+
| Status      | Status(0)           | ... | Status(1)           |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(0) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(1) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(2) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(3) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(4) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(5) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
| MDVP:PPQ(8) | 0.14285714285714285 | ... | 0.14285714285714285 |
+-------------+---------------------+-----+---------------------+
[bnlearn] >CPD of NHR:
+--------+---------------------+-----+---------------------+
| HNR    | HNR(0)              | ... | HNR(9)              |
+--------+---------------------+-----+---------------------+
| Status | Status(0)           | ... | Status(1)           |
+--------+---------------------+-----+---------------------+
| NHR(0) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
| NHR(1) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
| NHR(2) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
| NHR(3) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
| NHR(5) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
| NHR(8) | 0.16666666666666666 | ... | 0.16666666666666666 |
+--------+---------------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+---------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)      |
+-----------------+-----+---------------------+
| Status          | ... | Status(1)           |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 |
+-----------------+-----+---------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| DFA(0)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(1)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(2)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(3)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(4)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(5)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(6)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(7)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(8)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| DFA(9)      | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of PPE:
+---------+---------------------+-----+---------------------+
| Status  | Status(0)           | ... | Status(1)           |
+---------+---------------------+-----+---------------------+
| spread1 | spread1(0)          | ... | spread1(9)          |
+---------+---------------------+-----+---------------------+
| PPE(0)  | 0.3055555555555555  | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(1)  | 0.08680555555555554 | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(2)  | 0.08680555555555554 | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(3)  | 0.08680555555555554 | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(4)  | 0.08680555555555554 | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(5)  | 0.08680555555555554 | ... | 0.10482180293501046 |
+---------+---------------------+-----+---------------------+
| PPE(6)  | 0.08680555555555554 | ... | 0.12368972746331235 |
+---------+---------------------+-----+---------------------+
| PPE(7)  | 0.08680555555555554 | ... | 0.12368972746331235 |
+---------+---------------------+-----+---------------------+
| PPE(8)  | 0.08680555555555554 | ... | 0.12368972746331235 |
+---------+---------------------+-----+---------------------+
[bnlearn] >CPD of RPDE:
+---------+------------+-----+---------------------+
| Status  | Status(0)  | ... | Status(1)           |
+---------+------------+-----+---------------------+
| spread1 | spread1(0) | ... | spread1(9)          |
+---------+------------+-----+---------------------+
| RPDE(0) | 0.109375   | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(1) | 0.09375    | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(2) | 0.171875   | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(3) | 0.125      | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(4) | 0.109375   | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(5) | 0.078125   | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(6) | 0.078125   | ... | 0.09433962264150944 |
+---------+------------+-----+---------------------+
| RPDE(7) | 0.078125   | ... | 0.11320754716981132 |
+---------+------------+-----+---------------------+
| RPDE(8) | 0.078125   | ... | 0.11320754716981132 |
+---------+------------+-----+---------------------+
| RPDE(9) | 0.078125   | ... | 0.11320754716981132 |
+---------+------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+---------------------+
| MDVP:PPQ          | ... | MDVP:PPQ(8)         |
+-------------------+-----+---------------------+
| Status            | ... | Status(1)           |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(0) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(1) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(2) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(3) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(4) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(5) | ... | 0.12159533073929961 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(8) | ... | 0.13521400778210116 |
+-------------------+-----+---------------------+
| MDVP:Jitter(%)(9) | ... | 0.13521400778210116 |
+-------------------+-----+---------------------+
[bnlearn] >CPD of D2:
+--------------+-----+-----------------+
| MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| D2(0)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(1)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(2)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(3)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(4)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(5)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(6)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(7)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(8)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(9)        | ... | 0.1             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:RAP:
+----------------+-----+---------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)   |
+----------------+-----+---------------------+
| Status         | ... | Status(1)           |
+----------------+-----+---------------------+
| MDVP:RAP(0)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(1)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(2)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(3)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(4)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(5)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(7)    | ... | 0.12303149606299213 |
+----------------+-----+---------------------+
| MDVP:RAP(8)    | ... | 0.13877952755905512 |
+----------------+-----+---------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+---------------------+
| MDVP:Jitter(%)      | ... | MDVP:Jitter(%)(9)   |
+---------------------+-----+---------------------+
| Status              | ... | Status(1)           |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.14060742407199098 |
+---------------------+-----+---------------------+
| MDVP:Jitter(Abs)(8) | ... | 0.15635545556805397 |
+---------------------+-----+---------------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-----+---------------------+
| MDVP:RAP      | ... | MDVP:RAP(8)         |
+---------------+-----+---------------------+
| Status        | ... | Status(1)           |
+---------------+-----+---------------------+
| Jitter:DDP(0) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(1) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(2) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(3) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(4) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(5) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(7) | ... | 0.12303149606299213 |
+---------------+-----+---------------------+
| Jitter:DDP(8) | ... | 0.13877952755905512 |
+---------------+-----+---------------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.502427 |
+-----------+----------+
| Status(1) | 0.497573 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 289 in fold 5: KeyError - 9
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
289            6             2             5               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
289                 6         8         9           8             9   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
289                 9  ...            9    6    0     8    7        9   

     spread2  D2  PPE  Status  
289        9   7    9       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
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Error for row 291 in fold 5: KeyError - 7
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
291            2             0             2               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
291                 9         9         7           9             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
291                 6  ...            9    9    0     9    3        7   

     spread2  D2  PPE  Status  
291        5   6    6       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
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In [60]:






evaluation['PC Algorithm (Bayes)'] = evaluation_pc_bayes

























Maximum Likelihood¶


















In [61]:






evaluation_pc_ml = discrete_cross_validation(parkinsons_df, 'Status', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'ml'})

























Fold 1/5
[bnlearn] >Computing best DAG using [tan]













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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+---------------------+----------------------+
| Status          | Status(0)           | Status(1)            |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(0) | 0.5847457627118644  | 0.28205128205128205  |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(1) | 0.3898305084745763  | 0.21367521367521367  |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(2) | 0.01694915254237288 | 0.15384615384615385  |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(3) | 0.00847457627118644 | 0.1111111111111111   |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(4) | 0.0                 | 0.08547008547008547  |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(5) | 0.0                 | 0.06837606837606838  |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(6) | 0.0                 | 0.042735042735042736 |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(7) | 0.0                 | 0.017094017094017096 |
+-----------------+---------------------+----------------------+
| Shimmer:APQ3(9) | 0.0                 | 0.02564102564102564  |
+-----------------+---------------------+----------------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----------------+-----+-----------------+
| Shimmer:APQ3   | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+----------------+-----------------+-----+-----------------+
| Status         | Status(0)       | ... | Status(1)       |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(0) | 1.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(1) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(2) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(3) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(4) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(5) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(6) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(7) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(9) | 0.0             | ... | 1.0             |
+----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----------------+-----+--------------------+
| Shimmer:APQ3    | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9)    |
+-----------------+-----------------+-----+--------------------+
| Status          | Status(0)       | ... | Status(1)          |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(0) | 1.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(1) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(2) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(3) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(4) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(5) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(6) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(7) | 0.0             | ... | 0.6666666666666666 |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(9) | 0.0             | ... | 0.3333333333333333 |
+-----------------+-----------------+-----+--------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+-----------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| HNR(0)       | ... | 1.0             |
+--------------+-----+-----------------+
| HNR(1)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(2)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(3)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(4)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(5)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(6)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(7)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(8)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(9)       | ... | 0.0             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+-----------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9) |
+---------------------+-----+-----------------+
| Status              | ... | Status(1)       |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(0) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(1) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(2) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(3) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(4) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(5) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(6) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(7) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(9) | ... | 1.0             |
+---------------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer    | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(6) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(9) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----------------+-----+-----------------+
| MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+--------------+-----------------+-----+-----------------+
| Status       | Status(0)       | ... | Status(1)       |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(0)  | 1.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(1)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(2)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(3)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(4)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(5)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(6)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(9)  | 0.0             | ... | 1.0             |
+--------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+-----------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+----------------+-----------+-----+-----------+-----------+
| Status         | Status(0) | ... | Status(0) | Status(1) |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 1.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+--------------------+-----+-----------+--------------------+
| HNR         | HNR(0)             | ... | HNR(9)    | HNR(9)             |
+-------------+--------------------+-----+-----------+--------------------+
| Status      | Status(0)          | ... | Status(0) | Status(1)          |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----------+-----+-----------+-----------+
| HNR    | HNR(0)    | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+--------+-----------+-----------+-----+-----------+-----------+
| Status | Status(0) | Status(1) | ... | Status(0) | Status(1) |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(0) | 0.125     | 0.0       | ... | 1.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(1) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(2) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(3) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(5) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(6) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(8) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(9) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+--------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)     |
+-----------------+-----+--------------------+
| Status          | ... | Status(1)          |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread1(0)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(1)  | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(2)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(3)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(4)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(5)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(6)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(7)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(8)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(9)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| D2(0)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(1)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(2)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(3)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(4)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(5)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(6)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(7)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(8)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(9)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-------------+-----+--------------------+-------------+
| MDVP:RAP      | MDVP:RAP(0) | ... | MDVP:RAP(9)        | MDVP:RAP(9) |
+---------------+-------------+-----+--------------------+-------------+
| Status        | Status(0)   | ... | Status(0)          | Status(1)   |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(0) | 1.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(1) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(2) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(3) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(4) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(5) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(7) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(8) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(9) | 0.0         | ... | 0.1111111111111111 | 1.0         |
+---------------+-------------+-----+--------------------+-------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+-------------+-------------+
| MDVP:RAP          | ... | MDVP:RAP(9) | MDVP:RAP(9) |
+-------------------+-----+-------------+-------------+
| Status            | ... | Status(0)   | Status(1)   |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(0) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(1) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(2) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(3) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(4) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(5) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(8) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(9) | ... | 0.125       | 1.0         |
+-------------------+-----+-------------+-------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+------------+--------------------+
| Status  | Status(0)  | ... | Status(1)  | Status(1)          |
+---------+------------+-----+------------+--------------------+
| spread1 | spread1(0) | ... | spread1(8) | spread1(9)         |
+---------+------------+-----+------------+--------------------+
| PPE(0)  | 1.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(1)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(2)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(3)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(4)  | 0.0        | ... | 0.25       | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(5)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(6)  | 0.0        | ... | 0.0        | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
| PPE(7)  | 0.0        | ... | 0.25       | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(8)  | 0.0        | ... | 0.5        | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
| PPE(9)  | 0.0        | ... | 0.0        | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
[bnlearn] >CPD of RPDE:
+---------+---------------------+-----+------------+--------------------+
| Status  | Status(0)           | ... | Status(1)  | Status(1)          |
+---------+---------------------+-----+------------+--------------------+
| spread1 | spread1(0)          | ... | spread1(8) | spread1(9)         |
+---------+---------------------+-----+------------+--------------------+
| RPDE(0) | 0.18181818181818182 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(1) | 0.0                 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(2) | 0.5454545454545454  | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(3) | 0.18181818181818182 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(4) | 0.09090909090909091 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(5) | 0.0                 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(6) | 0.0                 | ... | 0.25       | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(7) | 0.0                 | ... | 0.5        | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
| RPDE(8) | 0.0                 | ... | 0.25       | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
| RPDE(9) | 0.0                 | ... | 0.0        | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+--------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)  |
+----------------+-----+--------------------+
| Status         | ... | Status(1)          |
+----------------+-----+--------------------+
| MDVP:PPQ(0)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(1)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(2)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(3)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(4)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(5)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(7)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(8)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(9)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+--------------------+-------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)        | MDVP:PPQ(9) |
+---------------------+-----+--------------------+-------------+
| Status              | ... | Status(0)          | Status(1)   |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.502128 |
+-----------+----------+
| Status(1) | 0.497872 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Fold 2/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:DDA:
+----------------+----------------------+----------------------+
| Status         | Status(0)            | Status(1)            |
+----------------+----------------------+----------------------+
| Shimmer:DDA(0) | 0.543859649122807    | 0.256198347107438    |
+----------------+----------------------+----------------------+
| Shimmer:DDA(1) | 0.41228070175438597  | 0.24793388429752067  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(2) | 0.03508771929824561  | 0.15702479338842976  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(3) | 0.008771929824561403 | 0.10743801652892562  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(4) | 0.0                  | 0.08264462809917356  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(5) | 0.0                  | 0.06611570247933884  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(6) | 0.0                  | 0.04132231404958678  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(7) | 0.0                  | 0.01652892561983471  |
+----------------+----------------------+----------------------+
| Shimmer:DDA(9) | 0.0                  | 0.024793388429752067 |
+----------------+----------------------+----------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+----------------+-----+----------------+
| Shimmer:DDA     | Shimmer:DDA(0) | ... | Shimmer:DDA(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(0) | 1.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(1) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(2) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(3) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(4) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(5) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(6) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(7) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(9) | 0.0            | ... | 1.0            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----------------+-----+--------------------+
| Shimmer:APQ3    | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9)    |
+-----------------+-----------------+-----+--------------------+
| Status          | Status(0)       | ... | Status(1)          |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(0) | 1.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(1) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(2) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(3) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(4) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(5) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(6) | 0.0             | ... | 0.0                |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(7) | 0.0             | ... | 0.6666666666666666 |
+-----------------+-----------------+-----+--------------------+
| MDVP:Shimmer(9) | 0.0             | ... | 0.3333333333333333 |
+-----------------+-----------------+-----+--------------------+
[bnlearn] >CPD of HNR:
+--------------+-----+-----------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| HNR(0)       | ... | 1.0             |
+--------------+-----+-----------------+
| HNR(1)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(2)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(3)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(4)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(5)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(6)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(7)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(8)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(9)       | ... | 0.0             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----------------+-----+--------------------+
| Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9)    |
+--------------+-----------------+-----+--------------------+
| Status       | Status(0)       | ... | Status(1)          |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(0)  | 1.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(1)  | 0.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(2)  | 0.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(3)  | 0.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(4)  | 0.0             | ... | 0.6666666666666666 |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(5)  | 0.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(6)  | 0.0             | ... | 0.0                |
+--------------+-----------------+-----+--------------------+
| MDVP:APQ(9)  | 0.0             | ... | 0.3333333333333333 |
+--------------+-----------------+-----+--------------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+-----------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9) |
+---------------------+-----+-----------------+
| Status              | ... | Status(1)       |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(0) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(1) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(2) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(3) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(4) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(5) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(6) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(7) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(9) | ... | 1.0             |
+---------------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer    | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(6) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(9) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+-----------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+----------------+-----------+-----+-----------+-----------+
| Status         | Status(0) | ... | Status(0) | Status(1) |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 1.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+--------------------+-----+-----------+--------------------+
| HNR         | HNR(0)             | ... | HNR(9)    | HNR(9)             |
+-------------+--------------------+-----+-----------+--------------------+
| Status      | Status(0)          | ... | Status(0) | Status(1)          |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----------+-----+-----------+-----------+
| HNR    | HNR(0)    | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+--------+-----------+-----------+-----+-----------+-----------+
| Status | Status(0) | Status(1) | ... | Status(0) | Status(1) |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(0) | 0.125     | 0.0       | ... | 1.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(1) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(2) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(3) | 0.125     | 0.0       | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(5) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(6) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(8) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
| NHR(9) | 0.125     | 0.25      | ... | 0.0       | 0.125     |
+--------+-----------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+----------------+
| Status          | Status(0)      | ... | Status(0)      | Status(1)      |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.05           | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.85           | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+--------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)     |
+-----------------+-----+--------------------+
| Status          | ... | Status(1)          |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread1(0)  | 0.1            | ... | 0.05           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(1)  | 0.1            | ... | 0.95           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(2)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(3)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(4)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(5)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(6)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(7)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(8)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread1(9)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread2(0)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(1)  | 0.1            | ... | 0.15           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(2)  | 0.1            | ... | 0.4            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(3)  | 0.1            | ... | 0.4            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(4)  | 0.1            | ... | 0.05           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(5)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(6)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(7)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(8)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(9)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| D2(0)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(1)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(2)       | 0.1            | ... | 0.3            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(3)       | 0.1            | ... | 0.4            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(4)       | 0.1            | ... | 0.3            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(5)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(6)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(7)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(8)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| D2(9)       | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-------------+-----+--------------------+-------------+
| MDVP:RAP      | MDVP:RAP(0) | ... | MDVP:RAP(9)        | MDVP:RAP(9) |
+---------------+-------------+-----+--------------------+-------------+
| Status        | Status(0)   | ... | Status(0)          | Status(1)   |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(0) | 1.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(1) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(2) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(3) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(4) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(5) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(7) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(8) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(9) | 0.0         | ... | 0.1111111111111111 | 1.0         |
+---------------+-------------+-----+--------------------+-------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+-------------+-------------+
| MDVP:RAP          | ... | MDVP:RAP(9) | MDVP:RAP(9) |
+-------------------+-----+-------------+-------------+
| Status            | ... | Status(0)   | Status(1)   |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(0) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(1) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(2) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(3) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(4) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(5) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(8) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(9) | ... | 0.125       | 1.0         |
+-------------------+-----+-------------+-------------+
[bnlearn] >CPD of RPDE:
+--------------+-----+-----------------+
| MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| RPDE(0)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(1)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(2)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(3)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(4)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(5)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(6)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(7)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(8)      | ... | 0.1             |
+--------------+-----+-----------------+
| RPDE(9)      | ... | 0.1             |
+--------------+-----+-----------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+------------+------------+
| Status  | Status(0)  | ... | Status(1)  | Status(1)  |
+---------+------------+-----+------------+------------+
| spread1 | spread1(0) | ... | spread1(8) | spread1(9) |
+---------+------------+-----+------------+------------+
| PPE(0)  | 1.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(1)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(2)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(3)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(4)  | 0.0        | ... | 0.25       | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(5)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(6)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(7)  | 0.0        | ... | 0.25       | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(8)  | 0.0        | ... | 0.5        | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(9)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+--------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)  |
+----------------+-----+--------------------+
| Status         | ... | Status(1)          |
+----------------+-----+--------------------+
| MDVP:PPQ(0)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(1)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(2)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(3)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(4)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(5)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(7)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(8)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(9)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+--------------------+-------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)        | MDVP:PPQ(9) |
+---------------------+-----+--------------------+-------------+
| Status              | ... | Status(0)          | Status(1)   |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.485106 |
+-----------+----------+
| Status(1) | 0.514894 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Fold 3/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












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[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+----------------------+----------------------+
| Status          | Status(0)            | Status(1)            |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(0) | 0.5833333333333334   | 0.3217391304347826   |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(1) | 0.375                | 0.2                  |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(2) | 0.03333333333333333  | 0.16521739130434782  |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(3) | 0.008333333333333333 | 0.13043478260869565  |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(4) | 0.0                  | 0.06956521739130435  |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(5) | 0.0                  | 0.05217391304347826  |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(6) | 0.0                  | 0.034782608695652174 |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(7) | 0.0                  | 0.008695652173913044 |
+-----------------+----------------------+----------------------+
| Shimmer:APQ3(9) | 0.0                  | 0.017391304347826087 |
+-----------------+----------------------+----------------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----------------+-----+-----------------+
| Shimmer:APQ3   | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+----------------+-----------------+-----+-----------------+
| Status         | Status(0)       | ... | Status(1)       |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(0) | 1.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(1) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(2) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(3) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(4) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(5) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(6) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(7) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(9) | 0.0             | ... | 1.0             |
+----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ3    | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(7) | 0.0             | ... | 0.5             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(9) | 0.0             | ... | 0.5             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of HNR:
+--------------+-----+-----------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| HNR(0)       | ... | 1.0             |
+--------------+-----+-----------------+
| HNR(1)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(2)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(3)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(4)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(5)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(6)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(7)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(8)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(9)       | ... | 0.0             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----------------+-----+-----------------+
| Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+--------------+-----------------+-----+-----------------+
| Status       | Status(0)       | ... | Status(1)       |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(0)  | 1.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(1)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(2)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(3)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(4)  | 0.0             | ... | 0.5             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(5)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(9)  | 0.0             | ... | 0.5             |
+--------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+-----------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9) |
+---------------------+-----+-----------------+
| Status              | ... | Status(1)       |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(0) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(1) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(2) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(3) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(4) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(5) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(6) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(7) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(9) | ... | 1.0             |
+---------------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer    | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(6) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(9) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+-----------+-----+-----------+-----------+
| HNR             | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+-----------------+-----------+-----+-----------+-----------+
| Status          | Status(0) | ... | Status(0) | Status(1) |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(0) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(1) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(2) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(3) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(4) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(5) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(6) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(7) | 0.1       | ... | 1.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(8) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
| MDVP:Flo(Hz)(9) | 0.1       | ... | 0.0       | 0.1       |
+-----------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+--------------------+-----+-----------+--------------------+
| HNR         | HNR(0)             | ... | HNR(9)    | HNR(9)             |
+-------------+--------------------+-----+-----------+--------------------+
| Status      | Status(0)          | ... | Status(0) | Status(1)          |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
| MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0       | 0.1111111111111111 |
+-------------+--------------------+-----+-----------+--------------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----+-----------------+
| MDVP:Flo(Hz)   | ... | MDVP:Flo(Hz)(9) |
+----------------+-----+-----------------+
| Status         | ... | Status(1)       |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(0) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(1) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(2) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(3) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(4) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(5) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(6) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(7) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(8) | ... | 0.1             |
+----------------+-----+-----------------+
| MDVP:Fo(Hz)(9) | ... | 0.1             |
+----------------+-----+-----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-------------+-----+--------------------+-------------+
| MDVP:RAP      | MDVP:RAP(0) | ... | MDVP:RAP(9)        | MDVP:RAP(9) |
+---------------+-------------+-----+--------------------+-------------+
| Status        | Status(0)   | ... | Status(0)          | Status(1)   |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(0) | 1.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(1) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(2) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(3) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(4) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(5) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(7) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(8) | 0.0         | ... | 0.1111111111111111 | 0.0         |
+---------------+-------------+-----+--------------------+-------------+
| Jitter:DDP(9) | 0.0         | ... | 0.1111111111111111 | 1.0         |
+---------------+-------------+-----+--------------------+-------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+-------------+-------------+
| MDVP:RAP          | ... | MDVP:RAP(9) | MDVP:RAP(9) |
+-------------------+-----+-------------+-------------+
| Status            | ... | Status(0)   | Status(1)   |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(0) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(1) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(2) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(3) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(4) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(5) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(8) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(9) | ... | 0.125       | 1.0         |
+-------------------+-----+-------------+-------------+
[bnlearn] >CPD of NHR:
+----------+----------------------+-----+-------------+
| MDVP:RAP | MDVP:RAP(0)          | ... | MDVP:RAP(9) |
+----------+----------------------+-----+-------------+
| Status   | Status(0)            | ... | Status(1)   |
+----------+----------------------+-----+-------------+
| NHR(0)   | 0.98989898989899     | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(1)   | 0.010101010101010102 | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(2)   | 0.0                  | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(3)   | 0.0                  | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(5)   | 0.0                  | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(6)   | 0.0                  | ... | 0.0         |
+----------+----------------------+-----+-------------+
| NHR(9)   | 0.0                  | ... | 1.0         |
+----------+----------------------+-----+-------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+--------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)     |
+-----------------+-----+--------------------+
| Status          | ... | Status(1)          |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread1(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of RPDE:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| RPDE(0)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(1)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(2)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(3)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(4)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(5)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(6)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(7)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(8)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| RPDE(9)     | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of D2:
+-------------+--------------------+-----+--------------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0)     | ... | MDVP:Fo(Hz)(9)     |
+-------------+--------------------+-----+--------------------+
| Status      | Status(0)          | ... | Status(1)          |
+-------------+--------------------+-----+--------------------+
| D2(0)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(1)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(2)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(3)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(4)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(5)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(6)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(7)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
| D2(8)       | 0.1111111111111111 | ... | 0.1111111111111111 |
+-------------+--------------------+-----+--------------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+-------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) |
+----------------+-----+-------------------+
| Status         | ... | Status(1)         |
+----------------+-----+-------------------+
| MDVP:PPQ(0)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(1)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(2)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(3)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(4)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(5)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(7)    | ... | 0.5               |
+----------------+-----+-------------------+
| MDVP:PPQ(8)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:PPQ(9)    | ... | 0.5               |
+----------------+-----+-------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+-------------------+
| MDVP:Jitter(%)      | ... | MDVP:Jitter(%)(9) |
+---------------------+-----+-------------------+
| Status              | ... | Status(1)         |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(6) | ... | 0.5               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(9) | ... | 0.5               |
+---------------------+-----+-------------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+------------+------------+
| Status  | Status(0)  | ... | Status(1)  | Status(1)  |
+---------+------------+-----+------------+------------+
| spread1 | spread1(0) | ... | spread1(8) | spread1(9) |
+---------+------------+-----+------------+------------+
| PPE(0)  | 1.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(1)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(2)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(3)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(4)  | 0.0        | ... | 1.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(5)  | 0.0        | ... | 0.0        | 0.0        |
+---------+------------+-----+------------+------------+
| PPE(6)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(7)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(8)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
| PPE(9)  | 0.0        | ... | 0.0        | 0.25       |
+---------+------------+-----+------------+------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.510638 |
+-----------+----------+
| Status(1) | 0.489362 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn]> Remaining columns for inference: 22













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Error for row 119 in fold 3: KeyError - 6
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
119            4             1             4               4   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
119                 3         3         4           3             6   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
119                 6  ...            6    2    1     7    8        8   

     spread2  D2  PPE  Status  
119        9   8    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 123 in fold 3: KeyError - 9
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
123            5             2             4               1   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
123                 1         1         1           1             3   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
123                 2  ...            3    2    1     7    6        6   

     spread2  D2  PPE  Status  
123        8   9    5       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 150 in fold 3: KeyError - 8
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
150            2             9             0               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
150                 8         8         8           8             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
150                 6  ...            9    8    0     7    2        8   

     spread2  D2  PPE  Status  
150        5   5    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Error for row 166 in fold 3: KeyError - 6
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
166            3             1             4               0   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
166                 0         0         0           0             6   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
166                 5  ...            7    0    4     5    5        2   

     spread2  D2  PPE  Status  
166        4   4    1       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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[bnlearn]> Remaining columns for inference: 22













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Fold 4/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+----------------------+----------------------+
| Status          | Status(0)            | Status(1)            |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(0) | 0.7739130434782608   | 0.30833333333333335  |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(1) | 0.20869565217391303  | 0.25                 |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(2) | 0.017391304347826087 | 0.19166666666666668  |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(3) | 0.0                  | 0.09166666666666666  |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(4) | 0.0                  | 0.06666666666666667  |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(5) | 0.0                  | 0.05                 |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(6) | 0.0                  | 0.016666666666666666 |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(7) | 0.0                  | 0.016666666666666666 |
+-----------------+----------------------+----------------------+
| MDVP:Shimmer(9) | 0.0                  | 0.008333333333333333 |
+-----------------+----------------------+----------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+-----+-----------------+
| MDVP:Shimmer    | ... | MDVP:Shimmer(9) |
+-----------------+-----+-----------------+
| Status          | ... | Status(1)       |
+-----------------+-----+-----------------+
| Shimmer:APQ3(0) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(1) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(2) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(3) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(4) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(5) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(6) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(7) | ... | 0.0             |
+-----------------+-----+-----------------+
| Shimmer:APQ3(9) | ... | 1.0             |
+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+-----------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(9) |
+---------------------+-----+-----------------+
| Status              | ... | Status(1)       |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(0) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(1) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(2) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(3) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(4) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(5) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(6) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(9) | ... | 1.0             |
+---------------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer    | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(6) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(9) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----------------+-----+-----------------+
| MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) |
+--------------+-----------------+-----+-----------------+
| Status       | Status(0)       | ... | Status(1)       |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(0)  | 1.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(1)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(2)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(3)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(4)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(6)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(9)  | 0.0             | ... | 1.0             |
+--------------+-----------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:DDA:
+----------------+-----------------+-----+-----------------+
| Shimmer:APQ3   | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+----------------+-----------------+-----+-----------------+
| Status         | Status(0)       | ... | Status(1)       |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(0) | 1.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(1) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(2) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(3) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(4) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(5) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(6) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(7) | 0.0             | ... | 0.0             |
+----------------+-----------------+-----+-----------------+
| Shimmer:DDA(9) | 0.0             | ... | 1.0             |
+----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of HNR:
+--------------+-----+-----------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| HNR(0)       | ... | 1.0             |
+--------------+-----+-----------------+
| HNR(1)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(2)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(3)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(4)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(5)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(6)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(7)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(8)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(9)       | ... | 0.0             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+-----------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+----------------+-----------+-----+-----------+-----------+
| Status         | Status(0) | ... | Status(0) | Status(1) |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 1.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:RAP:
+-------------+-----------+-----+-----------+-----------+
| HNR         | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+-------------+-----------+-----+-----------+-----------+
| Status      | Status(0) | ... | Status(0) | Status(1) |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(0) | 0.125     | ... | 1.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(1) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(2) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(3) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(4) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(5) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(8) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
| MDVP:RAP(9) | 0.125     | ... | 0.0       | 0.125     |
+-------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of NHR:
+--------+-----------+-----+-----------+-----------+
| HNR    | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+--------+-----------+-----+-----------+-----------+
| Status | Status(0) | ... | Status(0) | Status(1) |
+--------+-----------+-----+-----------+-----------+
| NHR(0) | 0.125     | ... | 1.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(1) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(2) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(3) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(5) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(6) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(8) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
| NHR(9) | 0.125     | ... | 0.0       | 0.125     |
+--------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.1            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+----------------+
| Status          | Status(0)      | ... | Status(0)      | Status(1)      |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(0) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(1) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(2) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(3) | 0.125          | ... | 1.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(4) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(6) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(7) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fhi(Hz)(9) | 0.125          | ... | 0.0            | 0.125          |
+-----------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread1:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread1(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread1(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of D2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| D2(0)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(1)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(2)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(3)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(4)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(5)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(6)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(7)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(8)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| D2(9)       | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+
| Status      | Status(0)      | ... | Status(1)      |
+-------------+----------------+-----+----------------+
| spread2(0)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(1)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(2)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(3)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(4)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(5)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(6)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(7)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(8)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
| spread2(9)  | 0.1            | ... | 0.1            |
+-------------+----------------+-----+----------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-------------+-----+-------------+-------------+
| MDVP:RAP      | MDVP:RAP(0) | ... | MDVP:RAP(9) | MDVP:RAP(9) |
+---------------+-------------+-----+-------------+-------------+
| Status        | Status(0)   | ... | Status(0)   | Status(1)   |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(0) | 1.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(1) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(2) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(3) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(4) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(5) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(8) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(9) | 0.0         | ... | 0.125       | 1.0         |
+---------------+-------------+-----+-------------+-------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+-------------+
| MDVP:RAP          | ... | MDVP:RAP(9) |
+-------------------+-----+-------------+
| Status            | ... | Status(1)   |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(0) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(1) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(2) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(3) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(4) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(5) | ... | 0.0         |
+-------------------+-----+-------------+
| MDVP:Jitter(%)(9) | ... | 1.0         |
+-------------------+-----+-------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+--------------------+------------+
| Status  | Status(0)  | ... | Status(1)          | Status(1)  |
+---------+------------+-----+--------------------+------------+
| spread1 | spread1(0) | ... | spread1(8)         | spread1(9) |
+---------+------------+-----+--------------------+------------+
| PPE(0)  | 1.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(1)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(2)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(3)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(4)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(5)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(6)  | 0.0        | ... | 0.0                | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(7)  | 0.0        | ... | 0.3333333333333333 | 0.5        |
+---------+------------+-----+--------------------+------------+
| PPE(8)  | 0.0        | ... | 0.6666666666666666 | 0.0        |
+---------+------------+-----+--------------------+------------+
| PPE(9)  | 0.0        | ... | 0.0                | 0.5        |
+---------+------------+-----+--------------------+------------+
[bnlearn] >CPD of RPDE:
+---------+---------------------+-----+--------------------+------------+
| Status  | Status(0)           | ... | Status(1)          | Status(1)  |
+---------+---------------------+-----+--------------------+------------+
| spread1 | spread1(0)          | ... | spread1(8)         | spread1(9) |
+---------+---------------------+-----+--------------------+------------+
| RPDE(0) | 0.13333333333333333 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(1) | 0.06666666666666667 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(2) | 0.4666666666666667  | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(3) | 0.2                 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(4) | 0.13333333333333333 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(5) | 0.0                 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(6) | 0.0                 | ... | 0.3333333333333333 | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(7) | 0.0                 | ... | 0.6666666666666666 | 0.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(8) | 0.0                 | ... | 0.0                | 1.0        |
+---------+---------------------+-----+--------------------+------------+
| RPDE(9) | 0.0                 | ... | 0.0                | 0.0        |
+---------+---------------------+-----+--------------------+------------+
[bnlearn] >CPD of MDVP:PPQ:
+----------------+-----+--------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9)  |
+----------------+-----+--------------------+
| Status         | ... | Status(1)          |
+----------------+-----+--------------------+
| MDVP:PPQ(0)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(1)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(2)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(3)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(4)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(5)    | ... | 0.0                |
+----------------+-----+--------------------+
| MDVP:PPQ(7)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(8)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
| MDVP:PPQ(9)    | ... | 0.3333333333333333 |
+----------------+-----+--------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+--------------------+-------------+
| MDVP:PPQ            | ... | MDVP:PPQ(9)        | MDVP:PPQ(9) |
+---------------------+-----+--------------------+-------------+
| Status              | ... | Status(0)          | Status(1)   |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
| MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0         |
+---------------------+-----+--------------------+-------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.489362 |
+-----------+----------+
| Status(1) | 0.510638 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 200 in fold 4: KeyError - 5
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
200            3             5             0               1   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
200                 1         0         1           0             0   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
200                 0  ...            0    0    5     7    2        4   

     spread2  D2  PPE  Status  
200        5   3    3       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22













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Error for row 207 in fold 4: KeyError - 7
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
207            6             2             6               8   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
207                 5         7         8           7             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
207                 7  ...            7    5    0     7    7        9   

     spread2  D2  PPE  Status  
207        7   7    8       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22













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Fold 5/5
[bnlearn] >Computing best DAG using [tan]













Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












Building tree:   0%|          | 0/253.0 [00:00<?, ?it/s]












[bnlearn] >Compute structure scores for model comparison (higher is better).
[bnlearn] >Parameter learning> Computing parameters using [ml]
[bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model.
[bnlearn] >Converting adjmat to BayesianNetwork.
[bnlearn] >CPD of Shimmer:DDA:
+----------------+---------------------+----------------------+
| Status         | Status(0)           | Status(1)            |
+----------------+---------------------+----------------------+
| Shimmer:DDA(0) | 0.5950413223140496  | 0.3130434782608696   |
+----------------+---------------------+----------------------+
| Shimmer:DDA(1) | 0.3884297520661157  | 0.19130434782608696  |
+----------------+---------------------+----------------------+
| Shimmer:DDA(2) | 0.01652892561983471 | 0.1565217391304348   |
+----------------+---------------------+----------------------+
| Shimmer:DDA(3) | 0.0                 | 0.1391304347826087   |
+----------------+---------------------+----------------------+
| Shimmer:DDA(4) | 0.0                 | 0.0782608695652174   |
+----------------+---------------------+----------------------+
| Shimmer:DDA(5) | 0.0                 | 0.05217391304347826  |
+----------------+---------------------+----------------------+
| Shimmer:DDA(6) | 0.0                 | 0.043478260869565216 |
+----------------+---------------------+----------------------+
| Shimmer:DDA(7) | 0.0                 | 0.017391304347826087 |
+----------------+---------------------+----------------------+
| Shimmer:DDA(9) | 0.0                 | 0.008695652173913044 |
+----------------+---------------------+----------------------+
[bnlearn] >CPD of Shimmer:APQ3:
+-----------------+----------------+-----+----------------+
| Shimmer:DDA     | Shimmer:DDA(0) | ... | Shimmer:DDA(9) |
+-----------------+----------------+-----+----------------+
| Status          | Status(0)      | ... | Status(1)      |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(0) | 1.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(1) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(2) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(3) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(4) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(5) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(6) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(7) | 0.0            | ... | 0.0            |
+-----------------+----------------+-----+----------------+
| Shimmer:APQ3(9) | 0.0            | ... | 1.0            |
+-----------------+----------------+-----+----------------+
[bnlearn] >CPD of MDVP:Shimmer:
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ3    | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(6) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer(7) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of HNR:
+--------------+-----+-----------------+
| Shimmer:APQ3 | ... | Shimmer:APQ3(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| HNR(0)       | ... | 1.0             |
+--------------+-----+-----------------+
| HNR(1)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(2)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(3)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(4)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(5)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(6)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(7)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(8)       | ... | 0.0             |
+--------------+-----+-----------------+
| HNR(9)       | ... | 0.0             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:APQ:
+--------------+-----------------+-----+-----------------+
| Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) |
+--------------+-----------------+-----+-----------------+
| Status       | Status(0)       | ... | Status(1)       |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(0)  | 1.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(1)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(2)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(3)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(4)  | 0.0             | ... | 1.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(5)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
| MDVP:APQ(6)  | 0.0             | ... | 0.0             |
+--------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Shimmer(dB):
+---------------------+-----+-----------------+
| MDVP:Shimmer        | ... | MDVP:Shimmer(7) |
+---------------------+-----+-----------------+
| Status              | ... | Status(1)       |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(0) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(1) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(2) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(3) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(4) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(5) | ... | 0.0             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(6) | ... | 0.5             |
+---------------------+-----+-----------------+
| MDVP:Shimmer(dB)(7) | ... | 0.5             |
+---------------------+-----+-----------------+
[bnlearn] >CPD of Shimmer:APQ5:
+-----------------+-----------------+-----+-----------------+
| MDVP:Shimmer    | MDVP:Shimmer(0) | ... | MDVP:Shimmer(7) |
+-----------------+-----------------+-----+-----------------+
| Status          | Status(0)       | ... | Status(1)       |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(0) | 1.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(1) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(2) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(3) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(4) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(5) | 0.0             | ... | 0.0             |
+-----------------+-----------------+-----+-----------------+
| Shimmer:APQ5(6) | 0.0             | ... | 1.0             |
+-----------------+-----------------+-----+-----------------+
[bnlearn] >CPD of MDVP:Fo(Hz):
+----------------+-----------+-----+-----------+-----------+
| HNR            | HNR(0)    | ... | HNR(9)    | HNR(9)    |
+----------------+-----------+-----+-----------+-----------+
| Status         | Status(0) | ... | Status(0) | Status(1) |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(0) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(1) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(2) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(3) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(4) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(5) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(6) | 0.1       | ... | 1.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(7) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(8) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
| MDVP:Fo(Hz)(9) | 0.1       | ... | 0.0       | 0.1       |
+----------------+-----------+-----+-----------+-----------+
[bnlearn] >CPD of spread1:
+------------+-----------+-----+---------------------+-----------+
| HNR        | HNR(0)    | ... | HNR(9)              | HNR(9)    |
+------------+-----------+-----+---------------------+-----------+
| Status     | Status(0) | ... | Status(0)           | Status(1) |
+------------+-----------+-----+---------------------+-----------+
| spread1(0) | 0.1       | ... | 0.8181818181818182  | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(1) | 0.1       | ... | 0.18181818181818182 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(2) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(3) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(4) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(5) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(6) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(7) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(8) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
| spread1(9) | 0.1       | ... | 0.0                 | 0.1       |
+------------+-----------+-----+---------------------+-----------+
[bnlearn] >CPD of MDVP:PPQ:
+-------------+---------------------+-----+-----------+---------------------+
| HNR         | HNR(0)              | ... | HNR(9)    | HNR(9)              |
+-------------+---------------------+-----+-----------+---------------------+
| Status      | Status(0)           | ... | Status(0) | Status(1)           |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(0) | 0.14285714285714285 | ... | 1.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(1) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(2) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(3) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(4) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(5) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
| MDVP:PPQ(8) | 0.14285714285714285 | ... | 0.0       | 0.14285714285714285 |
+-------------+---------------------+-----+-----------+---------------------+
[bnlearn] >CPD of NHR:
+--------+---------------------+-----+-----------+---------------------+
| HNR    | HNR(0)              | ... | HNR(9)    | HNR(9)              |
+--------+---------------------+-----+-----------+---------------------+
| Status | Status(0)           | ... | Status(0) | Status(1)           |
+--------+---------------------+-----+-----------+---------------------+
| NHR(0) | 0.16666666666666666 | ... | 1.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
| NHR(1) | 0.16666666666666666 | ... | 0.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
| NHR(2) | 0.16666666666666666 | ... | 0.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
| NHR(3) | 0.16666666666666666 | ... | 0.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
| NHR(5) | 0.16666666666666666 | ... | 0.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
| NHR(8) | 0.16666666666666666 | ... | 0.0       | 0.16666666666666666 |
+--------+---------------------+-----+-----------+---------------------+
[bnlearn] >CPD of MDVP:Flo(Hz):
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz)     | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-----------------+----------------+-----+----------------+----------------+
| Status          | Status(0)      | ... | Status(0)      | Status(1)      |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(0) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(1) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(2) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(3) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(4) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(5) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(6) | 0.1            | ... | 0.05           | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(7) | 0.1            | ... | 0.0            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(8) | 0.1            | ... | 0.1            | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
| MDVP:Flo(Hz)(9) | 0.1            | ... | 0.85           | 0.1            |
+-----------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of MDVP:Fhi(Hz):
+-----------------+-----+--------------------+
| MDVP:Fo(Hz)     | ... | MDVP:Fo(Hz)(9)     |
+-----------------+-----+--------------------+
| Status          | ... | Status(1)          |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
| MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 |
+-----------------+-----+--------------------+
[bnlearn] >CPD of DFA:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| DFA(0)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(1)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(2)      | 0.1            | ... | 1.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(3)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(4)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(5)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(6)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(7)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(8)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| DFA(9)      | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of spread2:
+-------------+----------------+-----+----------------+----------------+
| MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) |
+-------------+----------------+-----+----------------+----------------+
| Status      | Status(0)      | ... | Status(0)      | Status(1)      |
+-------------+----------------+-----+----------------+----------------+
| spread2(0)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(1)  | 0.1            | ... | 0.15           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(2)  | 0.1            | ... | 0.4            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(3)  | 0.1            | ... | 0.45           | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(4)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(5)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(6)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(7)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(8)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
| spread2(9)  | 0.1            | ... | 0.0            | 0.1            |
+-------------+----------------+-----+----------------+----------------+
[bnlearn] >CPD of PPE:
+---------+------------+-----+------------+--------------------+
| Status  | Status(0)  | ... | Status(1)  | Status(1)          |
+---------+------------+-----+------------+--------------------+
| spread1 | spread1(0) | ... | spread1(8) | spread1(9)         |
+---------+------------+-----+------------+--------------------+
| PPE(0)  | 1.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(1)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(2)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(3)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(4)  | 0.0        | ... | 0.25       | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(5)  | 0.0        | ... | 0.0        | 0.0                |
+---------+------------+-----+------------+--------------------+
| PPE(6)  | 0.0        | ... | 0.0        | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
| PPE(7)  | 0.0        | ... | 0.25       | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
| PPE(8)  | 0.0        | ... | 0.5        | 0.3333333333333333 |
+---------+------------+-----+------------+--------------------+
[bnlearn] >CPD of RPDE:
+---------+---------------------+-----+------------+--------------------+
| Status  | Status(0)           | ... | Status(1)  | Status(1)          |
+---------+---------------------+-----+------------+--------------------+
| spread1 | spread1(0)          | ... | spread1(8) | spread1(9)         |
+---------+---------------------+-----+------------+--------------------+
| RPDE(0) | 0.14285714285714285 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(1) | 0.07142857142857142 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(2) | 0.42857142857142855 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(3) | 0.21428571428571427 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(4) | 0.14285714285714285 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(5) | 0.0                 | ... | 0.0        | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(6) | 0.0                 | ... | 0.25       | 0.0                |
+---------+---------------------+-----+------------+--------------------+
| RPDE(7) | 0.0                 | ... | 0.5        | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
| RPDE(8) | 0.0                 | ... | 0.25       | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
| RPDE(9) | 0.0                 | ... | 0.0        | 0.3333333333333333 |
+---------+---------------------+-----+------------+--------------------+
[bnlearn] >CPD of MDVP:Jitter(%):
+-------------------+-----+-------------+-------------+
| MDVP:PPQ          | ... | MDVP:PPQ(8) | MDVP:PPQ(8) |
+-------------------+-----+-------------+-------------+
| Status            | ... | Status(0)   | Status(1)   |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(0) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(1) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(2) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(3) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(4) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(5) | ... | 0.125       | 0.0         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(8) | ... | 0.125       | 0.5         |
+-------------------+-----+-------------+-------------+
| MDVP:Jitter(%)(9) | ... | 0.125       | 0.5         |
+-------------------+-----+-------------+-------------+
[bnlearn] >CPD of D2:
+--------------+-----+-----------------+
| MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) |
+--------------+-----+-----------------+
| Status       | ... | Status(1)       |
+--------------+-----+-----------------+
| D2(0)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(1)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(2)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(3)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(4)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(5)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(6)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(7)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(8)        | ... | 0.1             |
+--------------+-----+-----------------+
| D2(9)        | ... | 0.1             |
+--------------+-----+-----------------+
[bnlearn] >CPD of MDVP:RAP:
+----------------+-----+-------------------+
| MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) |
+----------------+-----+-------------------+
| Status         | ... | Status(1)         |
+----------------+-----+-------------------+
| MDVP:RAP(0)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(1)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(2)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(3)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(4)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(5)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(7)    | ... | 0.0               |
+----------------+-----+-------------------+
| MDVP:RAP(8)    | ... | 1.0               |
+----------------+-----+-------------------+
[bnlearn] >CPD of MDVP:Jitter(Abs):
+---------------------+-----+-------------------+
| MDVP:Jitter(%)      | ... | MDVP:Jitter(%)(9) |
+---------------------+-----+-------------------+
| Status              | ... | Status(1)         |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(0) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(1) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(2) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(3) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(4) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(5) | ... | 0.0               |
+---------------------+-----+-------------------+
| MDVP:Jitter(Abs)(8) | ... | 1.0               |
+---------------------+-----+-------------------+
[bnlearn] >CPD of Jitter:DDP:
+---------------+-------------+-----+-------------+-------------+
| MDVP:RAP      | MDVP:RAP(0) | ... | MDVP:RAP(8) | MDVP:RAP(8) |
+---------------+-------------+-----+-------------+-------------+
| Status        | Status(0)   | ... | Status(0)   | Status(1)   |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(0) | 1.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(1) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(2) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(3) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(4) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(5) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(7) | 0.0         | ... | 0.125       | 0.0         |
+---------------+-------------+-----+-------------+-------------+
| Jitter:DDP(8) | 0.0         | ... | 0.125       | 1.0         |
+---------------+-------------+-----+-------------+-------------+
[bnlearn] >CPD of Status:
+-----------+----------+
| Status(0) | 0.512712 |
+-----------+----------+
| Status(1) | 0.487288 |
+-----------+----------+
[bnlearn] >Compute structure scores for model comparison (higher is better).
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Error for row 289 in fold 5: KeyError - 9
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
289            6             2             5               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
289                 6         8         9           8             9   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
289                 9  ...            9    6    0     8    7        9   

     spread2  D2  PPE  Status  
289        9   7    9       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
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Error for row 291 in fold 5: KeyError - 7
Row causing error:      MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  \
291            2             0             2               9   

     MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  \
291                 9         9         7           9             7   

     MDVP:Shimmer(dB)  ...  Shimmer:DDA  NHR  HNR  RPDE  DFA  spread1  \
291                 6  ...            9    9    0     9    3        7   

     spread2  D2  PPE  Status  
291        5   6    6       1  

[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
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In [62]:






evaluation['PC Algorithm (Maximum Likelihood)'] = evaluation_pc_ml

























Evaluation¶


















In [63]:






plot_metrics_from_evaluation(evaluation)
























No description has been provided for this image



















In [64]:






display_evaluation_results(evaluation)

























Tree-Augmented Naive Bayes (Bayes):
  Metrics:
    Classification:
      Accuracy: 79.15%
      Precision: 89.30%
      Recall: 64.79%
      F1_score: 75.06%
    Roc_auc: 0.7874958507950487
    Brier_score: 0.20853999498314355
    Log_loss: 7.516543296940656
  Time Taken: 48.43 seconds
  Confusion Matrix: [135  12]
                    [44 95]

Tree-Augmented Naive Bayes (Maximum Likelihood):
  Metrics:
    Classification:
      Accuracy: 64.43%
      Precision: 87.89%
      Recall: 31.39%
      F1_score: 46.08%
    Roc_auc: 0.635602393220427
    Brier_score: 0.3556900431067776
    Log_loss: 12.82036862770083
  Time Taken: 7.65 seconds
  Confusion Matrix: [139   8]
                    [94 45]

BDeu Hill Climbing (Bayes):
  Metrics:
    Classification:
      Accuracy: 79.15%
      Precision: 89.30%
      Recall: 64.79%
      F1_score: 75.06%
    Roc_auc: 0.7874958507950487
    Brier_score: 0.20853999498314355
    Log_loss: 7.516543296940656
  Time Taken: 36.36 seconds
  Confusion Matrix: [135  12]
                    [44 95]

BDeu Hill Climbing (Maximum Likelihood):
  Metrics:
    Classification:
      Accuracy: 64.43%
      Precision: 87.89%
      Recall: 31.39%
      F1_score: 46.08%
    Roc_auc: 0.635602393220427
    Brier_score: 0.3556900431067776
    Log_loss: 12.82036862770083
  Time Taken: 6.56 seconds
  Confusion Matrix: [139   8]
                    [94 45]

PC Algorithm (Bayes):
  Metrics:
    Classification:
      Accuracy: 79.15%
      Precision: 89.30%
      Recall: 64.79%
      F1_score: 75.06%
    Roc_auc: 0.7874958507950487
    Brier_score: 0.20853999498314355
    Log_loss: 7.516543296940656
  Time Taken: 37.55 seconds
  Confusion Matrix: [135  12]
                    [44 95]

PC Algorithm (Maximum Likelihood):
  Metrics:
    Classification:
      Accuracy: 64.43%
      Precision: 87.89%
      Recall: 31.39%
      F1_score: 46.08%
    Roc_auc: 0.635602393220427
    Brier_score: 0.3556900431067776
    Log_loss: 12.82036862770083
  Time Taken: 7.50 seconds
  Confusion Matrix: [139   8]
                    [94 45]





















In [65]:






plot_confusion_matrices_from_evaluation(evaluation, cmap=gradient_palette)
























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